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Refinance Conversation 1: Interaction Spec - Sydney
| Created by | Sydney Bocik |
| Created time | December 31, 2025 1:24 PM |
| Category | Customer research |
| Last edited by | Sydney Bocik |
| Last updated time | March 12, 2026 8:58 PM |
Original Transcripts & References
- Refinance 1 Mortgage Refinance Strategy.txt
- Refinance 2 Homeownership Process Optimization.txt
Summary Overview
This summary distills the Refinance conversation artifact set (Sections A-G + Meta Capture) into a quick, readable briefing for product, design, and engineering.
1) What this conversation was
- A live simulation of the Phase 1 Clarity Engine for refinance/equity strategy (not a rate-shopping flow).
- User = Sydney (borrower persona). Engine = David (embodied Purlend intelligence).
- The session explores multiple viable outcomes (HELOC, cash-out refi, keep & rent/wait, sell), then converges into a neutral shortlist.
2) The core product lesson
- Refi is an optionality problem more than an approval problem. Phase 1 must create closure by explicitly converging from many options into 3-5 equal-weight paths.
- The wedge remains "truth upfront," but in refi the truth must include: lien structure clarity (stack vs replace), variable-rate risk visibility, and horizon sensitivity (break-even changes meaning with timeline).
- Users carry a powerful 'low-rate anchor' on the existing first mortgage; the product must disarm this by comparing paths using all-in cash-flow + risk, not rate alone.
3) Archetype snapshot (Sydney — Refinance)
- Who: homeowner treating the current property as an asset (keep/rent vs sell), seeking mobility and quality-of-life optionality.
- Job-to-be-done: 'Help me decide what to do with equity so I can move forward safely month-to-month without making a permanent mistake.'
- Emotional posture: overwhelmed by open-endedness; anxious about surprises (repairs, insurance/tax drift, tenant drama) and variable-rate uncertainty.
- Trust triggers: neutral option presentation, explicit assumptions, simple explanations of mechanics (fees, timing), and a privacy-first Stage 2 bridge.
- Breakers: steering language ('best'), false certainty (single payment number), tax-advice overreach, or forced verification before value.
4) The Phase 1 conversation spine (what good looks like)
- Capture anchors early: current loan snapshot + value/equity range + decision horizon + all-in comfort cap.
- Expand options briefly (goal-based) and then explicitly converge: "Now we'll narrow to 4 paths."
- Deliver the truth layer for each path: all-in monthly range + volatility drivers + what changes the answer.
- Present neutral scenario cards (4 recommended for refi) including 'wait' as an active plan when appropriate.
- Exit with a portable clarity package and an optional Stage 2 verification step (rates/eligibility/CLTV).
5) What Phase 1 must build (foundation requirements)
- Option Map → Convergence Gate UI: visualize the option set, then narrow to shortlist cards.
- Lien Structure Visual: stack vs replace with lifecycle events (sale/payoff/occupancy change).
- HELOC Timeline + Stress Test: payment timing, IO vs amortizing, variable-rate scenarios (+1/+2/+3%).
- Break-even/Horizon Sensitivity View: when payback matters and when it doesn't. There is always a pay back period - but that may not meet standard or borrower's definition of acceptable.
- Keep/Rent Truth Model: net rent reality with PM, vacancy, maintenance, and drift buffers.
- Whole Number Stack: all-in monthly range + volatility bands; confidence/assumption labeling.
- Tax/Legal Boundary Pattern: bounded explanation + capture assumptions + verify prompt.
6) Biggest risks surfaced
- No convergence: if the engine stays in option-expansion, users leave more anxious than when they started.
- Variable-rate minimization: HELOC feels safe until stress-tested; this can create post-close regret and trust erosion.
- Low-rate anchor bias: users may reject optimal structures due to emotional attachment to the existing rate; product must reframe around all-in truth.
- Scope overreach: tax/legal explanations can quickly exceed product boundaries unless designed as 'bounded education + verify.'
7) Most important open questions (to resolve next)
- What is the canonical Phase 1 refi 'whole number' schema (minimum all-in fields + buffers)?
- What is the official convergence rule (3 vs 4 vs 5 cards) and how is it decided?
- How is variable-rate stress testing expressed so it informs without scaring or steering?
- How does Stage 2 verification integrate without creating a trust cliff (privacy-first, optional)?
- How will keep/rent modeling be scoped in MVP (heuristics vs integrations, confidence labels)?
8) Recommended next step
- Normalize the refi module set into reusable UI primitives (Option Map, Lien Visual, HELOC Timeline, Break-even Slider, Net Rent Model, Whole Number Stack).
- Use the Pattern Library (Section G) as prompt/flow building blocks and as QA checks.
- Align purchase + refi on a shared portability model: a single 'Portable Clarity Package' schema that supports both flows.
Conversation Breakdown
A) Source of truth
1. Canonical Transcript (Clean + Timecoded)
Refinance_Canonical_Transcript_v0.1.txt
2. Conversation Summary (Neutral, 10-15 bullets)
- The "refinance" topic is framed as a set of common consumer purposes (including "harvest equity"), and a HELOC is treated as part of that same purpose-driven conversation even if it does not modify the first mortgage.
- The conversation confirms that a HELOC path could be fulfilled through Figure (directly or via wholesalers/originators distributing Figure).
- The discussion is structured as scenario analysis: (1) keep Tampa and pull cash; (2) move and potentially buy another property using rent cash flow + equity access; (3) compare line-of-credit vs fixed loan depending on whether a purchase is imminent.
- Affordability guardrails are introduced (a target maximum payment range and "all-in" cost framing, including utilities/other factors).
- Sydney indicates that buying immediately likely does not fit her cash-flow requirements, shifting near-term emphasis away from a "take all cash now" loan.
- The line-of-credit benefit is described as flexible access to equity while still occupying the home, with the ability to carry only the balance drawn and to use it as a buffer for property-related shocks (e.g., tenant issues/repairs).
- The mechanics of "financing the HELOC fees with the HELOC" are discussed: a net disbursement/wire-back process and per-diem interest during the days funds are outstanding.
- How HELOC payments show up operationally is clarified (balance-based payment assessment, first payment timing, and the idea of drawing slightly more to cover early payments).
- The conversation introduces "blended rate" framing and notes that a very low first-mortgage rate can create an emotional anchor that complicates evaluating combined costs across liens.
- David articulates a prioritization frame centered on optionality and "sleep-at-night" safety while enabling mobility/quality-of-life goals via equity access.
- A concrete example is explored: using a HELOC as a cheaper capital source than high-interest alternatives for a major home expense (e.g., HVAC/AC financing), alongside the trade-off of reduced liquidity/down-payment capacity.
- The conversation explicitly differentiates "fundability" (what someone can qualify for) from "affordability" (what feels sustainable), with emphasis on cash flow and broader monthly cost reality beyond the mortgage payment.
- A budgeting/debt lens is introduced as part of refinance decision support (full monthly budget capture; debt payoff strategy discussion including psychological vs mathematical approaches).
- A monetizable post-close support concept is discussed: a "post-close advisor/concierge" model with structured follow-ups and a mapped question bank (utilities, insurance, emergencies, what-if scenarios).
- Sydney notes that refinance exploration feels harder than purchase because the "what should I do with the money?" space has many paths and is less defined by a single target outcome.
B) Conversation Flow
Conversation Map (State Machine)
This is the intended Phase 1 refinance flow (clarity-first). It is built so Phase 1 becomes a foundation (portable truth + option clarity) rather than "feature debt."
Primary states
R0 — Entry + Trust Setup
- Goal: establish a neutral, no-pressure posture ("clarity, not approval"), set expectations (ranges + assumptions), and explain optional deeper verification later.
- Entry: session starts (anonymous Stage 1).
- Exit: user confirms the goal + consents to clarifying questions.
- Transitions: → R1.
R1 — Intent + Context Capture (Refi motivation)
- Goal: capture the decision the user is trying to make (refi/HELOC/cash-out/wait) and the reason (optional cash, lower payment, future move, debt strategy, risk reduction).
- Entry: user says "Should I refinance / pull equity / what are my options?"
- Exit: intent is reflected back; timeframe and primary constraint(s) are named.
- Transitions: → R2 (needs baseline anchors) or ↻ loop via education modules or → Stage 2 Bridge.
R2 — Baseline Snapshot Anchors (Current reality)
- Goal: establish current mortgage snapshot + household cash-flow anchors (comfort ceiling, reserves, other debts), plus a working horizon (months/years).
- Entry: intent is clear; needs grounding.
- Exit: a working monthly comfort range + decision horizon is agreed.
- Transitions: → R3.
R3 — Option Expansion (without steering)
- Goal: map the option set and the user's constraints: rate/term refi, cash-out refi, HELOC/2nd lien, recast, keep & rent, property management, sell, or wait.
- Entry: baseline anchors exist.
- Exit: 3-6 viable paths are identified and bounded by constraints.
- Transitions: → R4 or ↻ via education modules or → Stage 2 Bridge.
R4 — Truth Layer: All-in Cash-Flow + Risk
- Goal: produce the 'whole number' truth for each path (all-in monthly range + ranges for volatility) and make risk visible (rate variability, vacancy/repairs, taxes/insurance drift).
- Entry: enough assumptions exist to model at least 2-3 paths.
- Exit: user acknowledges understanding of (a) monthly range and (b) what could change the answer.
- Transitions: → R5 or ↻ back to R2/R3 if assumptions change.
R5 — Scenario Synthesis (3-5 Cards)
- Goal: present a small set of neutral scenario cards (equal weight, not ranked) including 'do nothing / wait' when appropriate.
- Entry: truth layer exists.
- Exit: user selects 1-2 cards to explore or signals closure.
- Transitions: → R6 (explore) or → R7 (exit plan).
R6 — Exploration Loop (Compare + Adjust)
- Goal: compare scenarios, tweak assumptions (rates, draw amount, timeline), update ranges, detect anxiety/confusion spikes and run clarity resets.
- Entry: at least one scenario selected.
- Exit: stable decision posture (confidence in a path, or clarity on what info is missing).
- Transitions: ↻ back to R5 (recompute scenarios), → R7, → Stage 2 Bridge.
R7 — Exit Summary + Next Steps
- Goal: summarize assumptions + outputs in plain language; provide a short checklist; optionally invite Stage 2 verification (rates + eligibility) and/or a future check-in.
- Entry: user asks "what do I do now?" or signals closure.
- Exit: user leaves with a portable clarity package and clear actions.
- Transitions: —
Education Modules (substates)
These are invoked from multiple places without breaking the core flow:
- E1 Refi math basics (payment delta, term impact, closing costs, break-even / payback period).
- E2 HELOC mechanics (draw/repay, variable rate risk, payment timing, fee financing).
- E3 Cash-out vs HELOC vs second lien (when each makes sense structurally; trade-offs).
- E4 Occupancy + timeline rules (primary → rental/investor shifts; qualification implications).
- E5 Taxes/insurance/HOA/maintenance + volatility drivers (all-in truth).
- E6 Liquidity + reserves strategy (buffer vs down payment vs debt payoff).
- E7 'Do nothing / wait' logic (rate watch, equity-building plan, property management path).
- E8 Post-close 'homeowner operating system' (checklists, risk planning, what-if scenarios).
Annotated Transcript (Tagged)
Tagging below is done at the segment (macro-beat) level to preserve flow readability while still being systematic.
Tag sets used
- Conversation Function: RAPPORT, INTENT_DISCOVERY, OPTION_EXPANSION, AFFORDABILITY_FRAMING, EQUITY_STRATEGY, HELOC_EDUCATION, TAX_LEGAL_EDUCATION, RISK_MANAGEMENT, COST_TRUTH_LAYER, SCENARIO_SETUP, COMPARISON, VERIFICATION_BRIDGE, DATA_OWNERSHIP_PORTABILITY, META_PRODUCT_ARCHITECTURE, POST_CLOSE_SUPPORT, NEXT_STEPS, etc.
- Component Layer: Oracle / Navigator / Advisor / Storyboard
- Moment Flags: CLARITY_MOMENT, ANXIETY_SPIKE, CONFUSION_SPIKE, DATA_SENSITIVITY, TRUST_GAIN, TRUST_RISK, NOTE_TAKER, INCENTIVE_MISMATCH, VALUE_PROP_TENSION, SCOPE_TO_STAGE2, EDGE_CASE, etc.
Refinance simulation (Recording 1) — segmented map
B2.S01 — Rec 1 (0:03-2:52)
- What happens: Second-lien / obligation clarification; refinance reframed as 'harvesting equity' within a broader affordability conversation; neutral posture seeds.
- Function: INTENT_DISCOVERY, AFFORDABILITY_FRAMING, META_PRODUCT_ARCHITECTURE
- Layer: Advisor, Navigator
- Flags: CLARITY_MOMENT, TRUST_GAIN
- Flow mapping: R0 → R1
B2.S02 — Rec 1 (2:52-6:40)
- What happens: Partner-channel feasibility (Figure as execution path); initial scenario set introduced (keep Tampa + pull cash; move/buy later); user signals immediate purchase likely doesn't fit.
- Function: OPTION_EXPANSION, EQUITY_STRATEGY, PARTNER_CHANNEL_STRATEGY
- Layer: Navigator, Oracle
- Flags: CLARITY_MOMENT, NOTE_TAKER
- Flow mapping: R1 → R2 → R3
B2.S03 — Rec 1 (10:22-11:52)
- What happens: Property management enters as an option lever; timeline constraint (move out in ~2 months) introduced; need for rates/eligibility noted as Stage 2 detail (not looked up here).
- Function: CONTEXT_CAPTURE, OPTION_EXPANSION, RISK_MANAGEMENT
- Layer: Oracle, Navigator
- Flags: CLARITY_MOMENT
- Flow mapping: R2 → R3
B2.S04 — Rec 1 (11:36-16:40)
- What happens: Stage 2 bridge discussed (pre-qual for line of credit); profile persistence; centralized data/threading across partners; engine-as-interpreter for partner responses.
- Function: VERIFICATION_BRIDGE, DATA_OWNERSHIP_PORTABILITY, META_PRODUCT_ARCHITECTURE
- Layer: Navigator, Advisor
- Flags: DATA_SENSITIVITY, SCOPE_TO_STAGE2, NOTE_TAKER
- Flow mapping: R3 ↔ Stage 2 Bridge
B2.S05 — Rec 1 (17:19-20:43)
- What happens: User asks whether to open HELOC before moving out; tax/capital-gains confusion begins; scenario framing shifts toward keep vs sell vs rent horizon.
- Function: EQUITY_STRATEGY, TAX_LEGAL_EDUCATION, OPTION_EXPANSION
- Layer: Advisor, Navigator
- Flags: CONFUSION_SPIKE, TRUST_RISK
- Flow mapping: R3 ↻ (E4)
B2.S06 — Rec 1 (20:43-30:54)
- What happens: Capital gains + primary residence timing explained; 'payback period' framing for costs; user weighs keep/rent vs sell; property management as headache mitigator; 1031 mentioned as related concept.
- Function: TAX_LEGAL_EDUCATION, COMPARISON, RISK_MANAGEMENT
- Layer: Advisor, Oracle, Navigator
- Flags: CONFUSION_SPIKE, CLARITY_MOMENT
- Flow mapping: R3 ↔ R4
B2.S07 — Rec 1 (36:44-43:58)
- What happens: Mechanics: stacking vs replacing liens; variable rate risk (no cap down); possibility of refinancing later; owner-occupied vs investor constraints introduced.
- Function: HELOC_EDUCATION, RISK_MANAGEMENT, OPTION_EXPANSION
- Layer: Oracle, Navigator
- Flags: ANXIETY_SPIKE, CLARITY_MOMENT
- Flow mapping: R3 → R4
B2.S08 — Rec 1 (44:46-48:20)
- What happens: Operational mechanics: fee financing / wire-back; per-diem interest; payment timing and 'draw slightly more to cover early payments'; using rent to pay down balance.
- Function: HELOC_EDUCATION, COST_TRUTH_LAYER
- Layer: Oracle, Storyboard, Navigator
- Flags: CLARITY_MOMENT, NOTE_TAKER
- Flow mapping: R4 → R5 prep
B2.S09 — Rec 1 (52:15-56:32)
- What happens: Meta question: how much of this should the Clarity Engine cover; bridging from task-level questions into scenario-level framing (e.g., bridge financing for buying before selling).
- Function: META_PRODUCT_ARCHITECTURE, SCENARIO_SETUP
- Layer: Navigator, Advisor
- Flags: NOTE_TAKER, VALUE_PROP_TENSION
- Flow mapping: R4 → R5
B2.S10 — Rec 1 (59:09-1:23:27)
- What happens: 'Real cost of homeownership' examples (inspection surprises, appliances) expand holding-cost truth; discussion shifts to education modules + scenario breadth for refi; post-close advisor concept introduced as an extension.
- Function: COST_TRUTH_LAYER, POST_CLOSE_SUPPORT, PATTERN_LIBRARY_SEED, META_PRODUCT_ARCHITECTURE
- Layer: Storyboard, Advisor, Navigator
- Flags: NOTE_TAKER, CLARITY_MOMENT
- Flow mapping: R4 ↻ / R7 instrumentation
Debrief / architecture (Recording 2) — segmented map
These segments are meta, but they materially define what Phase 1 must be (portable truth + borrower-owned clarity across many refinance outcomes).
B2.S11 — Rec 2 (0:04-3:12)
- What happens: Post-close 'Sherpa' / checklist concept introduced as a landing-softly mechanism; sets up post-close support as part of the broader homeowner operating system.
- Function: POST_CLOSE_SUPPORT, META_PRODUCT_ARCHITECTURE
- Layer: Advisor, Navigator
- Flags: NOTE_TAKER, CLARITY_MOMENT
- Flow mapping: R0/R7 extension
B2.S12 — Rec 2 (9:29-14:12)
- What happens: Discussion about MVP vs long-term requirements; taxonomy-first approach; running product build and go-to-market in parallel; scope tension acknowledged.
- Function: META_PRODUCT_ARCHITECTURE, TAXONOMY_SEED
- Layer: Navigator, Advisor
- Flags: NOTE_TAKER, VALUE_PROP_TENSION
- Flow mapping: global rule
B2.S13 — Rec 2 (19:11-27:38)
- What happens: Fundability vs affordability debate; insurance example; incentive misalignment; 'known knowns vs unknowns' framing; introduces post-close affordability as a distinct truth surface.
- Function: AFFORDABILITY_FRAMING, INCENTIVE_MISMATCH, META_PRODUCT_ARCHITECTURE
- Layer: Advisor, Navigator, Storyboard
- Flags: CLARITY_MOMENT, NOTE_TAKER, VALUE_PROP_TENSION
- Flow mapping: R1 → R4
B2.S14 — Rec 2 (30:11-42:26)
- What happens: Education responsibility vs product responsibility; non-mortgage debt and lifestyle budgeting; counseling/guardrails for 'big yes' decisions; tone and framing considerations.
- Function: BUDGET_DEEPENING, RISK_MANAGEMENT, EDUCATION_STRATEGY
- Layer: Advisor, Navigator
- Flags: NOTE_TAKER
- Flow mapping: R2 → R4
B2.S15 — Rec 2 (42:36-43:58)
- What happens: 'Bigger yes comes with bigger caveats' principle; affordability can worsen post-close even if payment seems similar (e.g., HOA increases).
- Function: RISK_MANAGEMENT, COST_TRUTH_LAYER
- Layer: Advisor, Storyboard
- Flags: CLARITY_MOMENT
- Flow mapping: R4
B2.S16 — Rec 2 (46:35-1:01:24)
- What happens: Industry frustration + rates context raised (explicitly noted as variable for Phase 1; not looked up in this documentation); 'what-if scenarios' framing and disclaimer tone ('I wish someone told me').
- Function: OPTION_EXPANSION, RISK_MANAGEMENT, AFFORDABILITY_FRAMING
- Layer: Advisor, Navigator
- Flags: NOTE_TAKER, ANXIETY_SPIKE, CLARITY_MOMENT
- Flow mapping: R3 ↻ / R6
B2.S17 — Rec 2 (57:42-1:01:24)
- What happens: Clarifies where intelligence should and should not 'box' the user; emphasizes scenario coverage and trade-off transparency (no steering).
- Function: SCENARIO_SETUP, NEUTRALITY_GUARDRAILS, META_PRODUCT_ARCHITECTURE
- Layer: Navigator, Advisor
- Flags: NOTE_TAKER, TRUST_GAIN
- Flow mapping: R5/R6 QA requirement
C) User Archetype
User Archetype Card (1-page)
This archetype is specific to the refinance simulation between User (Sydney) and Engine (David-as-Purlend intelligence). It is written for internal product/design/engineering readers.
Who they are (role + context)
- Borrower/homeowner exploring how to use existing home equity to enable mobility and future optionality (without losing a strong existing first-mortgage position).
- Current property is treated as an asset that can either be kept (rent + property management) or exited (sell) depending on lifestyle and risk tolerance.
- Exploration includes second-lien products (HELOC / line of credit), and also non-loan outcomes like waiting or selling.
Primary Job To Be Done
- 'Help me decide what to do with my equity so I can move/upgrade my life while staying safe month-to-month — without stepping into a decision I don't fully understand.'
- The user is not only asking 'can I qualify?' — they are asking for borrower-owned truth: cash-flow impact, risk exposure, and what could change the answer.
Emotional posture + anxieties
- Anxious about hidden or lumpy homeowner costs that show up outside the fixed monthly payment (repairs, disasters, tenant drama).
- Feels the 'open-ended' nature of refi decision-making more overwhelming than purchase because there isn't a single obvious target outcome.
- Wants an 'insurance policy' feeling (buffer + access) more than a 'deal' feeling (rate shopping).
Trust model (what triggers distrust / trust)
- Trust increases with transparency and disclosure of small but real mechanics (fees, per-diem interest, payment timing) and with explicit separation of assumptions vs known facts.
- Trust decreases when tax/legal concepts become jargon-heavy or when the system cannot clearly separate distinct concepts (e.g., capital gains vs loan payoff).
- Trust increases when the engine uses neutral framing and prioritizes 'sleep-at-night' safety as an explicit value without pressuring a product choice.
Decision style
- Deliberate and analytical; prefers to explore multiple paths and compare trade-offs rather than be guided to a single outcome.
- Needs control over pacing: wants to ask tactical questions and then translate them into scenario-level choices.
- Validation style: seeks reassurance through clear structure (ranges, checklists, scenario cards) rather than through persuasion.
Constraints (time, cash, cognition, attention)
- Time: near-term life move is a real factor; decisions are constrained by occupancy/timeline rules and product availability changes when the home becomes non-owner-occupied.
- Cash-flow: must preserve a comfortable monthly 'whole number' reality, including non-mortgage costs; prefers flexible access over permanently higher fixed obligations.
- Cognition/attention: tax/legal language and multi-variable math (blended rates, horizons, scenarios) can create confusion spikes; requires resets and plain-language translation.
What they consider a win
- Leaves Phase 1 with a small, neutral set of viable paths (including 'do nothing/wait') and understands what each path buys them (optionality, safety, mobility) and what it risks.
- Has a 'portable clarity package': assumptions, ranges, risk drivers, and a next-step checklist for tightening the truth (rates, eligibility, product constraints).
- Feels empowered rather than sold to: 'I know what I need to decide now.'
What breaks the experience
- Being forced into premature verification or sensitive-data asks before value is proven (trust cliff).
- False certainty: a single payment number without ranges, volatility drivers, or explicit assumptions.
- Over-steering: 'best option' language or recommendations that don't honor the user's real motive (safety + optionality).
- No clarity reset when confusion spikes — continuing to add variables instead of summarizing knowns/unknowns and offering two next choices.
Surface intent (what they asked)
- Should I open a HELOC / line of credit (and can fees be financed through the line)?
- If I plan to move out and potentially rent the property, what should I do now (open the equity tool now vs wait)?
- How do taxes / capital gains and timeline rules intersect with keeping vs selling?
Underlying intent (what they meant)
- Give me flexible access to equity so I can say 'yes' to future moves or purchases without being trapped by the current home.
- Help me translate a messy set of constraints (cash-flow, risk, product rules, timeline, taxes) into a small set of understandable options.
- Keep my 'good position' (low first-mortgage rate / strong equity) while reducing the fear of surprise costs and uncertainty.
True motive (what they're protecting / pursuing)
- Protect: ability to sleep at night (financial safety, disaster/repair buffer, avoiding hidden downside).
- Pursue: quality of life and mobility — being able to move without feeling 'married' to the Tampa property.
- Pursue: psychological clarity — confidence in trade-offs, not perfection or a single optimal answer.
Key updates vs Purchase archetype (what changed in refi)
- The user's posture shifts from "Can I buy this specific thing?" to "What should I do with optionality?" — the decision space is broader and less bounded by a single target outcome.
- Anxiety is driven less by qualification and more by unknown future shocks (repairs, disasters, tenant drama) and decision regret in an open-ended option set.
- A major cognitive hazard appears: the "low-rate anchor" on the existing first mortgage makes blended-cost thinking harder, which increases confusion risk and requires explicit framing.
Intent Stack (summary for quick scan)
- Surface intent: "Should I open a HELOC / how does it work / what are the costs and payment mechanics?"
- Underlying intent: "Give me flexible equity access so I can move or buy later without being trapped; help me compare keep/rent vs sell vs wait."
- True motive: protect "sleep-at-night" safety and pursue quality-of-life mobility (not being "married" to Tampa), while maintaining a reality-based view of risk and volatility.
D) Data + Systemization
This section converts the refinance conversation into a reusable data model and output contract that can ingest additional refinance conversations over time. It is Phase 1-oriented: produce borrower-owned truth + neutral scenario options, then optionally bridge into verification later.
D1) Inputs Inventory (Data Dictionary)
Everything the system asked for or implicitly relied on, grouped by: (1) required vs optional, (2) user-provided vs inferred, (3) stable vs volatile.
Group A — Intent + horizon (Required)
primary_outcome: equity access vs lower payment vs term change vs risk reduction vs 'wait/no change'.
use_of_funds: down payment buffer, emergency reserve, repairs/CapEx, debt payoff, lifestyle move, etc.
decision_horizon_months: when the decision matters (e.g., move-out in ~2 months; reassess in 18-24 months).
affordability_cap_all_in: 'whole number' monthly comfort ceiling (includes non-mortgage costs).
risk_posture: prefers optionality and 'sleep-at-night' buffer vs optimizing for lowest rate/payment.
Group B — Property + occupancy plan (Required)
location_context: state/county (drives insurance/taxes volatility heuristics).
timeline: when the borrower will stop occupying (affects product eligibility and underwriting assumptions).
keep_vs_sell: keep as rental vs sell (including property management option).
plan: expected rent, vacancy expectations, and whether property management will be used (and estimated cost).
Group C — Current mortgage snapshot (Required for accurate modeling; Phase 1 may use placeholders)
rate_current, loan1.term_remaining, loan1.balance_current, loan1.payment_PITI_or_PI, loan1.maturity_date.
escrow_components: property_tax_estimate, insurance_estimate, HOA (if applicable).
PMI_status: PMI present? removal conditions?
rate_type: fixed/ARM; any rate caps (often drives 'anchor' effects and blended-cost confusion).
Group D — Equity + valuation (Required)
value_estimate (user-provided or inferred via comps/AVM).
estimated = value_estimate - loan1.balance_current.
desired_cash_access_amount: how much liquidity the borrower wants (and whether it's staged or one-time).
max_CLTV: lender/program-driven limit for HELOC/2nd lien or cash-out refi.
Group E — Household finances (Required conceptually; verified in Stage 2)
income_gross_monthly (and stability notes).
debts_monthly: auto, student loans, credit cards, etc.
cash_reserves_current and borrower.reserve_floor (post-close 'must keep').
non_mortgage_fixed_costs: utilities, insurance deltas, subscriptions, etc. (needed for all-in affordability truth).
Group F — Tax/legal context (Optional, but high leverage)
primary_residence_timing: last date occupied and anticipated sale/rent timeline (capital gains treatment context).
reinvestment_strategy_notes: whether the user is contemplating exchanging/rolling equity (conceptually referenced).
constraints: intent to occupy vs rent, and 'what is allowed' boundaries.
Classification overlays (apply to all fields)
- Required vs Optional: Phase 1 requires intent + a baseline snapshot; Stage 2 requires verification-grade loan and income data.
- User-provided vs Inferred: many values can be inferred (AVM, tax estimate, rent comps), but must be labeled as inferred with confidence.
- Stable vs Volatile: volatile items include rates, insurance, taxes, rent, vacancy, and life timeline; stable items include the borrower's risk posture and reserve floor.
D2) Derived Variables + Logic Notes
These are the computations the engine conceptually performed or should perform in Phase 1.
Core derived variables (refi/HELOC)
available_equity = value_estimate - loan1.balance_current
max_draw_amount = (max_CLTV * value_estimate) - loan1.balance_current - existing_liens
cash_to_borrower_net = draw_amount - upfront_fees - financed_fees_adjustments
payment_delta_monthly = new_all_in_monthly - current_all_in_monthly
break_even_months = closing_costs / monthly_savings (when monthly_savings > 0)
effective_cost_of_capital: compares HELOC variable cost vs fixed refi cost vs opportunity cost of waiting
blended_effective_rate: (loan1_balance*loan1_rate + loan2_balance*loan2_rate) / (loan1_balance + loan2_balance) (illustrative; used carefully to avoid misleading users)
HELOC-specific logic notes
- Payment mechanics: interest-only vs amortizing period; first payment timing; per-diem interest for partial-month draws; fee financing via draw/wire-back patterns.
- Variable-rate risk: rate index + margin; rate caps (if any); stress-test payments at higher rates.
- Draw strategy: staged draws vs lump sum; "buffer line" concept (open but draw only when needed).
Cash-out refinance logic notes
- Replace vs stack: cash-out refi replaces the first lien (often trading a low existing rate for a higher new rate).
- Term reset effect: payment can rise or fall depending on rate, term, and cash-out size; total interest can change materially.
- Closing costs: need to be explicit and included in break-even logic; show payback horizon.
Keep-as-rental / wait logic notes
- Net rental cash flow = gross_rent - (PITI/PI + HOA + insurance/taxes drift buffer + property_management + vacancy + maintenance reserve).
- Liquidity vs equity trade-off: not pulling cash preserves debt position but may limit down payment readiness.
- Reassessment triggers: rate environment, equity growth, rent stability, life timeline changes.
Key uncertainty points (must be made visible)
- Current market rates and product terms (HELOC and refi).
- Appraisal/value outcome and resulting CLTV constraints.
- Insurance/tax drift and HOA changes (volatility drivers).
- Rental reality: achievable rent, vacancy, repairs, property management effectiveness.
- Borrower eligibility: income/debt/credit constraints, and occupancy rules if moving out soon.
Tooling needed (MVP Phase 1)
- Rate input placeholder + later rate fetch (Phase 1 documents assumptions; Phase 2 pulls live rates).
- Amortization + payment calculators for fixed refi and HELOC (interest-only vs amortizing).
- Break-even / payback calculator with sensitivity (rate, costs, horizon).
- Volatility projector for taxes/insurance/HOA and a 'stress-test' payment mode (e.g., +2% rate).
- Rental net calculator (rent - PM - vacancy - maintenance - escrow drift) to compare keep/rent vs sell/wait.
D3) Outputs Inventory
Education modules used (or clearly invoked)
- HELOC / second-lien fundamentals: stacking vs replacing liens; what happens at sale.
- HELOC mechanics: draw, fees, wire-back, per-diem interest, payment timing.
- Variable-rate risk and stress-testing; optionality framing.
- Capital gains / primary residence timing context; keep vs sell horizon discussion.
- Fundability vs affordability: lender approval vs lived cash-flow.
- Budget + debt lens: full monthly budget capture and payoff strategy framing.
- Homeownership operating system: post-close checklist / concierge concept and what-if scenario planning.
Scenario set (titles + trade-off themes)
- Open a HELOC now (owner-occupied) and draw only as needed → optionality, variable-rate risk.
- Cash-out refinance (replace first mortgage) → fixed certainty, higher rate/term reset risk, closing-cost payback.
- Keep the home, hire property management, build equity, and wait 18-24 months → stability, slower liquidity access.
- Sell the home and redeploy equity → simplicity and liquidity, forfeiting future appreciation/rent upside.
Comparison frames used
- Optionality vs optimization: buffer + flexibility vs chasing the "best" rate.
- Blended-cost reality vs low-rate anchor on the first mortgage.
- Cash-flow truth (all-in) vs lender truth (fundability).
- Liquidity now vs equity growth later (wait/rent strategy).
- Complexity/risk exposure vs simplicity.
Next-step summary (Phase 1 output)
- Collect current loan statement and escrow components (rate, balance, payment, term remaining).
- Capture value estimate and rough equity range (and label confidence).
- Confirm timeline: move-out date, keep vs sell preference, and rental intent (property management yes/no).
- Decide whether the goal is "buffer line" (open HELOC, draw later) or "lump sum now" (cash-out refi).
- If desired, proceed to Stage 2 verification to tighten: current rates/terms, eligibility, CLTV limits.
Scenario Cards
Card 1 — Open a HELOC now (owner-occupied) and draw only if needed
What this path is: Keep your existing first mortgage intact and open a second-lien line of credit so you have flexible access to equity over time (including the option to leave it unused as a "buffer line").
What it needs to say:
- The "whole number": the all-in monthly range for your current housing reality plus what changes when a HELOC balance is drawn (interest-only vs amortizing, and a stress-tested range).
- How the line works (two truths):
- Optionality: you can open the line and choose if/when to draw.
- Cost of capital: once drawn, you're paying a variable rate and payments can rise.
- Trade-offs:
- Pros: preserves your first-mortgage position; flexible access; useful for repairs, transition costs, or down-payment bridging.
- Cons: variable-rate risk; additional obligation; drawn balance reduces liquidity headroom.
- What could break this: owner-occupied eligibility changes if you move out before opening; CLTV/appraisal limits; rate spikes that push payment above comfort.
- What you'd need next: current loan snapshot + value estimate + max CLTV constraints + a rate/terms assumption range.
When to choose this card: When you want optionality and a safety buffer without refinancing your first mortgage — and you're comfortable managing variable-rate exposure.
Card 2 — Cash-out refinance (replace first mortgage) for a fixed lump sum
What this path is: Replace your current first mortgage with a new loan that provides cash at closing, trading your current rate/terms for a new fixed structure.
What it needs to say:
- The "whole number": the new all-in monthly range (P&I + escrow + holding-cost buffer) and the monthly delta versus today.
- The break-even truth: closing costs and payback horizon — especially important if you may move soon.
- Trade-offs:
- Pros: fixed-rate certainty; one primary obligation; immediate cash liquidity.
- Cons: may sacrifice a favorable existing rate; closing costs; term reset can increase total interest even if monthly feels manageable.
- What could break this: payment exceeds comfort cap; break-even horizon doesn't fit your timeline; appraisal/eligibility limits reduce cash-out.
- What you'd need next: current loan statement + estimated closing cost range + rate assumption (not looked up here) + cash-out target + horizon.
When to choose this card: When you want a single fixed structure and immediate liquidity, and your timeline is long enough that closing costs and term reset still make sense.
Card 3 — Keep the home, hire property management, build equity, then reassess (18-24 months)
What this path is: Do not add new debt right now. Transition the home into a managed rental, focus on stability, and revisit equity access later once rent performance and your life timeline are clearer.
What it needs to say:
- The "whole number": true rental reality range = rent - (mortgage + PM fee + vacancy + maintenance reserve + escrow drift buffer).
- What you're buying: time, optionality through equity growth, and less decision regret today.
- Trade-offs:
- Pros: preserves current mortgage position; avoids financing complexity; lets you gather real data before making a leverage decision.
- Cons: delays liquidity; introduces landlord risk (repairs, vacancies, management quality).
- What could break this: rent doesn't support the all-in picture; vacancy/repairs exceed buffer; insurance/taxes rise; management underperforms.
- What you'd need next: rent comps + PM cost assumptions + vacancy/maintenance reserve assumptions + drift ranges for taxes/insurance.
When to choose this card: When you don't need cash immediately and prefer to reduce decision complexity now while letting equity build and real-world rental performance inform the next move.
Card 4 — Sell the home and redeploy equity
What this path is: Exit the property to convert equity into liquidity, reduce homeownership complexity/risk, and create a cleaner base for your next move or purchase.
What it needs to say:
- The "whole number": net monthly reality after selling (including interim housing costs if renting again) and a net proceeds range after costs.
- The liquidity truth: how much cash you actually walk away with after agent fees, closing costs, and any tax context.
- Trade-offs:
- Pros: simplifies obligations; reduces surprise repair/tenant risk; creates clearer liquidity for the next chapter.
- Cons: forfeits future appreciation/rent upside; transaction costs; timing/market uncertainty.
- What could break this: net proceeds lower than expected; next housing costs erase the benefit; tax/timeline surprises.
- What you'd need next: estimated sale price range + selling cost assumptions + timeline + your next-housing plan.
When to choose this card: When simplicity and liquidity matter more than keeping the asset — and you want to remove the "homeownership uncertainty tax" from your life for a while.
E) Design + Product Insight
This section extracts design and product learnings implied by the refinance conversation. It focuses on how users think and feel during open-ended equity decisions, and what Phase 1 must build to deliver borrower-owned truth (clarity + optionality) without steering.
1) Design Insights
Cognitive friction points (where the user struggled)
- Open-endedness overload: unlike purchase (single target), refi/equity conversations expand into many possible outcomes (HELOC, cash-out, keep/rent, sell, wait). Users struggle to know what "done" looks like without an explicit convergence moment.
- Conceptual blending errors: users naturally try to compress multiple obligations into one mental number (e.g., "blended rate" or "blended payment"), which can hide risk and mislead decision-making unless the system structures it carefully.
- Lien mechanics ambiguity: stacking a second lien vs replacing the first lien is non-intuitive. Users need a clear "what changes / what stays" explanation with lifecycle events (sale, payoff, moving out, renting).
- Payment timing and fee mechanics are hard to reason about verbally (wire-back, net proceeds, per-diem interest, first payment timing). Without an explicit timeline visualization, comprehension degrades.
- Tax/legal language is a confusion magnet (capital gains timing, primary residence rules, 1031 as adjacent concept). Users need plain-language framing and strong boundaries on what the system is vs isn't doing.
- Fundability vs affordability is a major conceptual split: users benefit from the distinction, but can slip back into lender-centric framing if the UI doesn't continuously reinforce "all-in lived truth."
- Scope boundary confusion: users ask tactical execution questions (fees, payments) while the platform goal is scenario-level decision support. The system needs a consistent 'zoom in / zoom out' pattern to preserve flow.
Emotional friction points (where anxiety rose)
- Low-rate anchor anxiety: the user feels 'married' to a favorable first mortgage and fears making a mistake that permanently worsens their position.
- Surprise-cost fear: anxiety rises around homeowner shocks (repairs, emergencies, tenant issues) that are not represented by a single mortgage payment.
- Variable-rate dread: a HELOC can feel like uncertainty injected into an otherwise stable life; users need stress-testing and guardrails to feel safe.
- Decision-regret fear: because outcomes are not singular, users worry they'll choose the "wrong" use of equity or use it prematurely.
- Tax uncertainty increases perceived risk: even the possibility of tax surprises can stall a decision, especially when timelines (move-out) are near.
Clarity triggers (what created relief/understanding)
- Reframing "refinance" as "equity strategy / harvesting equity" reduces premature fixation on rate-shopping and opens a more accurate option set.
- Optionality framing ("open the line, draw only if needed") creates relief because it separates *access* from *commitment*.
- Explicit separation of "fundability" (lender view) vs "affordability" (lived cash-flow) restores agency and aligns the platform's wedge.
- Concrete mechanics transparency (fees, per-diem interest, payment timing) increases understanding — especially when paired with a simple timeline model.
- Naming the hidden variable set ("unknown unknowns," homeowner operating costs, drift) reduces anxiety by making ambiguity explicit and trackable.
- Scenario convergence (small set of equal-weight cards including 'wait') creates closure in a naturally branching conversation.
Trust triggers (what increased/decreased trust)
- Trust increases when the engine narrates uncertainty honestly (rates, appraisal/CLTV, insurance/tax drift) and labels assumptions as assumptions.
- Trust increases when the system refuses to steer and instead presents trade-offs and constraints with equal weight across options.
- Trust increases when the product acknowledges incentive misalignment in the industry and positions itself as borrower-owned truth.
- Trust decreases when tax/legal explanations become jargon-heavy or feel like advice beyond scope — this should route to a boundary + referral stance.
- Trust decreases if the user feels boxed into a product decision before the truth layer is delivered (especially with variable-rate products).
Pacing insights (when to slow/accelerate)
- Accelerate to anchors early: current loan snapshot + equity estimate + decision horizon must be captured quickly to prevent endless option expansion.
- Slow down at the 'lien mechanics' moment: stacking vs replacing is a high-confusion junction; the system should pause and show it visually.
- Slow down at 'variable rate' moments: introduce stress-testing before the user commits emotionally to the HELOC path.
- Use a deliberate convergence gate: after option expansion, the system must explicitly say "Now we'll narrow to 3-5 paths" to create psychological closure.
- Avoid extended tax detours in Phase 1: provide a bounded explanation, capture assumptions, and offer a "verify with a professional / Stage 2" bridge.
Language insights (words/phrases that worked)
- "Optionality," "buffer," "sleep-at-night," "access without commitment," "open now / draw later."
- "Harvest equity" / "equity strategy" (broader framing than 'refinance').
- "Fundability vs affordability" (keeps borrower truth primary).
- "Unknown unknowns," "what-if scenarios," "land softly," "homeowner operating system."
- "Equal-weight paths," "trade-offs," "what could change the answer," "assumptions we can tighten later."
- Phrases to avoid (steering): "best," "you should," "this is what I'd do," "guaranteed savings," "lock it in now."
Visualization opportunities (what should be shown, not said)
- Option map / decision tree: HELOC vs cash-out refi vs keep/rent vs sell vs wait — organized by goal (liquidity, payment reduction, risk reduction, mobility).
- Lien stack visual: a simple two-layer diagram showing first lien unchanged vs replaced, and what happens at sale/closing.
- HELOC timeline: open → draw → per-diem/first payment → interest-only period → amortizing period; include a stress-test toggle.
- All-in "whole number" dashboard: current all-in monthly range + scenario deltas; include volatility bands (insurance/tax/HOA drift).
- Break-even slider: closing costs vs monthly savings over time; show sensitivity to horizon (e.g., moving in 2 months vs 24 months).
- Risk meter: variable-rate exposure, landlord risk (vacancy/repairs), and liquidity buffer impact — side-by-side per scenario.
- Portable clarity package view: assumptions + unknowns to verify + next steps, formatted for sharing/hand-off.
2) UX Requirements Extract
Concrete UI/interaction requirements implied by the conversation. Phase 1 items are foundational; Phase 2+ items are explicitly deferrable but should be designed-for.
Phase 1 — Must exist (foundation)
- Refi/Eq Strategy entry: a goal-first intake that supports multiple intents (liquidity, payment, risk, mobility, debt strategy) including 'do nothing/wait.'
- Anchor capture: current loan snapshot (rate, balance, payment, escrow components), equity estimate (value range), decision horizon, and all-in comfort ceiling.
- Option expansion module: presents the full option set neutrally and then explicitly converges to a shortlist (3-5 scenarios).
- Two-lane truth is still required: lender-fundability view vs lived affordability view; lived view remains primary.
- Whole Number Stack for each scenario: all-in monthly range + volatility band + "confidence/assumption labels."
- HELOC mechanics explainer: timeline + payment model (interest-only vs amortizing) + fee handling + per-diem/first-payment notes.
- Variable-rate stress test: toggle to view payment/risk at higher rates (e.g., +1%/+2%/+3%) with clear disclaimer.
- Break-even/payback view for refi scenarios: closing costs, horizon sensitivity, and when break-even is not meaningful (short horizon).
- Keep/rent modeling block: rent comps placeholder + property management cost + vacancy + maintenance reserve + escrow drift buffer.
- Tax/legal boundary pattern: plain-language framing + capture assumptions + 'verify' prompt; avoid pretending to provide tax advice.
- Scenario cards (4 recommended for refi): equal weight, neutral language, explicit trade-offs, and 'what could break this.'
- Anxiety reset component: summarize knowns/unknowns, then offer two next choices (tighten assumptions vs compare scenarios).
- Exit + portability: generate a portable clarity package (assumptions, scenario set, unknowns-to-verify list, next steps, optional Stage 2 bridge).
- Instrumentation hooks: clarity rating, confusion/anxiety markers, module usage, and drop-off points (especially around rates, taxes, variable risk).
Phase 2+ — Can wait (design for later)
- Live rate retrieval and product matching (HELOC/refi terms by borrower profile) and dynamic updates over time.
- Direct integrations with partners (e.g., Figure distribution flow), automated status tracking, and unified application threading.
- Automated loan snapshot ingestion (statement parsing), credit/income verification, and appraisal/AVM integrations.
- Deeper tax modules or partner referral workflows (CPA integrations, tailored prompts) beyond simple boundaries.
- Post-close concierge / 'homeowner operating system' productization (scheduled check-ins, what-if playbooks, vendor directory).
- Personal finance coaching layers (debt payoff strategies, full budget onboarding) beyond the Phase 1 clarity wedge.
- Longitudinal truth tracking: compare predicted ranges vs real post-close outcomes (insurance drift, HOA increases, repairs) to improve models.
Phase 1 Anti-patterns to avoid
- Rate-first funneling: treating the conversation as rate shopping rather than equity strategy + truth delivery.
- One-number outputs: showing only a payment without volatility, holding costs, or risk context.
- Blended-rate persuasion: using a blended metric without explaining what it hides (risk + lien structure).
- Tax-advice overreach: drifting into authoritative tax guidance instead of bounded explanation + verification prompt.
- No convergence: leaving the user with too many open paths and no closure (must generate a shortlist + next steps).
F) Meta capture
1. Notetaker Stream (Extracted + Organized)
Pulled out of the transcript and categorized:
- IDEA / OPEN_QUESTION / RISK / ASSUMPTION / EDGE_CASE / DEPENDENCY / MEASUREMENT
Each item includes timestamp + "impacts" + priority.
Refinance_Notetaker_Stream_v0.1.csv
- OPEN_QUESTION: 60
- IDEA: 70
- ASSUMPTION: 9
- RISK: 20
- DEPENDENCY: 13
- EDGE_CASE: 14
- MEASUREMENT: 1
- TOTAL: 187
G) Measurement + QA
This section defines (1) a refinance-specific evaluation rubric for Phase 1 Clarity Engine behavior, and (2) a reusable Pattern Library extracted from the refinance conversation. Use this as the quality gate for future refi conversations and for implementation QA.
1) Evaluation Rubric (Conversation-specific)
Scoring guidance: Rate each criterion Pass / Needs Work / Fail (optional 1-5 for calibration). All P0 criteria must be Pass for 'shippable' Phase 1 behavior.
P0 — Neutrality, Trust, and Safety (non-negotiable)
| Criterion | Intent | Pass/Fail Guidance | Evidence |
| Neutrality (no steering) | The engine presents equal-weight paths (including 'do nothing/wait') and avoids recommendation language or product-pushing. | Pass if: trade-offs are explicit and options are not ranked; Fail if: 'best option' language, urgency, or persuasion appears. | Transcript + copy review. |
| Privacy-first sensitive data | Phase 1 does not request SSN/credentials in chat; Stage 2 verification is optional and securely handled. | Pass if: user can complete Phase 1 without sensitive data; Fail if: sensitive data is required to get clarity outputs. | UI/flow + transcript. |
| Scope boundaries (tax/legal) | Tax/legal topics are addressed in plain language with clear boundaries (not tax advice) and a verification/referral stance. | Pass if: bounded explanation + assumptions captured; Fail if: authoritative tax advice or jargon-heavy detours dominate the flow. | Transcript + reviewer checklist. |
| Stage gating (Phase 1 vs Stage 2) | Phase 1 remains exploration + truth delivery; Stage 2 is presented as an optional tightening step (rates, eligibility, CLTV). | Pass if: assumptions are labeled and verification is an upgrade; Fail if: the experience behaves like underwriting or implies approval. | Outputs + transcript. |
| Variable-rate risk disclosure | If HELOC/variable products are discussed, the engine surfaces rate variability and stress-tests before implying safety. | Pass if: payment range under rate stress is shown; Fail if: variable risk is minimized or hidden. | Scenario outputs + QA review. |
P0 — Clarity Deliverables (what must be produced)
| Criterion | Intent | Pass/Fail Guidance | Evidence |
| Option map + convergence | The engine expands the option space and then converges to a short list (3-5) of viable scenario cards. | Pass if: explicit convergence moment exists; Fail if: user is left with an unbounded set of possibilities. | Conversation flow + outputs. |
| All-in 'whole number' truth per scenario | Each scenario produces an all-in monthly range (including volatility/holding costs), not just a mortgage payment. | Pass if: ranges + drivers appear; Fail if: single-number outputs or PITI-only framing. | Scenario outputs. |
| Lien clarity (stack vs replace) | The engine makes it unmistakable whether a path stacks a second lien or replaces the first, and what happens at sale/payoff/occupancy change. | Pass if: user can restate it accurately; Fail if: concepts are blended or ambiguous. | Transcript + quick comprehension check. |
| Uncertainty labeling | Rates, value/appraisal, CLTV limits, tax/insurance drift, rent/vacancy, and horizon assumptions are explicitly labeled. | Pass if: unknowns are named + captured; Fail if: implied certainty or missing drivers. | Outputs + assumptions panel. |
P1 — Conversation Craft (experience quality)
| Criterion | Intent | Pass/Fail Guidance | Evidence |
| Anchor speed (baseline snapshot) | Current loan snapshot + equity estimate + horizon + comfort cap are captured early. | Pass if: anchors appear early; Needs Work if: late; Fail if: never captured or only implied. | Transcript timing/turn count. |
| Zoom-in / zoom-out control | The engine can answer tactical questions (fees, timing) while preserving scenario-level flow via a consistent zoom pattern. | Pass if: tactical detours return to scenario synthesis; Fail if: conversation stays fragmented. | Tagged transcript review. |
| Confusion/anxiety reset | When the user gets overwhelmed (tax/legal, variable-rate, open-endedness), the engine summarizes knowns/unknowns and offers two next choices. | Pass if: reset pattern appears; Fail if: more variables are added without closure. | Moment flags + transcript. |
P1 — Output Packaging
| Criterion | Intent | Pass/Fail Guidance | Evidence |
| Scenario cards (equal weight, neutral) | 3-5 scenario cards (4 recommended for refi) with neutral titles, trade-offs, and 'what could break this.' | Pass if: comparable structure across cards; Fail if: cards are uneven, biased, or missing key fields. | Scenario card spec + UI render. |
| Next steps + portability | User receives a portable clarity package: assumptions, scenario set, unknowns-to-verify list, and Stage 2 invitation (optional). | Pass if: export/shareable summary exists; Fail if: no closure or next actions. | Outputs + UX review. |
P2 — Measurement & Instrumentation (recommended)
| Criterion | Intent | Pass/Fail Guidance | Evidence |
| Clarity rating + reason captured | Capture a lightweight clarity score and the top remaining unknown. | Pass if: consistently logged; Fail if: not observable. | Analytics event spec. |
| Module usage + drop-off signals logged | Log module entry/exit (HELOC, taxes, break-even) and where users hesitate (privacy, variable risk). | Pass if: event taxonomy exists; Needs Work if partial. | Analytics schema. |
Neutrality Checks (quick checklist)
- Includes 'do nothing/wait' as a first-class option when reasonable.
- No ranked recommendations ("best," "top," "you should," "I'd do").
- No urgency/pressure ("lock now," "act today").
- Each scenario has at least one meaningful downside stated.
- Stage 2 verification is optional and framed as "tighten the truth," not "required to continue."
Clarity Checks (quick checklist)
- Baseline anchors captured: current loan snapshot, equity/value range, horizon, all-in comfort cap.
- Stack vs replace is explicit for each scenario.
- Each scenario has an all-in monthly range with volatility bands/drivers.
- Unknowns are named and captured (rates, appraisal/CLTV, insurance/taxes drift, rent/vacancy, eligibility).
- User receives a convergence moment (shortlist of scenarios) and an exit summary.
Completion Criteria (Phase 1 — Refinance)
- User has 3-5 equal-weight scenario cards and understands trade-offs.
- User has an all-in monthly range per scenario (or at least for the top 2-3) with uncertainty labeled.
- User can articulate what changes the answer (top 3-6 unknowns) and what to verify next.
- User has a portable summary and optional Stage 2 bridge (rates/eligibility tightening) with no pressure.