← all hypothesesVendor Proposal Interrogation Gate for Software Buyers
ranked [B] filter 9.5/15 spread ±2.5 signals: 3 independent
What is this?
A pre-signature interrogation gate for teams buying custom software projects from boutiques. The buyer uploads the vendor proposal, SOW, estimate, and any procurement constraints. AE converts the document into explicit testable claims, assumptions, exclusions, dependency statements, and certainty levels, then runs adversarial review using its six failure patterns to generate a structured clarification pack: what must be evidenced, what is being implied without support, what timeline confidence is unjustified, and what handoff or dependency risks are being laundered.
The key change is the feedback loop: AE is graded not on eventual project success months later, but on whether flagged claims are confirmed, narrowed, corrected, or refused by the vendor within the next clarification cycle, often the same day. Those responses become objective reality grades on proposal truthfulness and completeness at the claim level. Over repeated procurements, AE learns which patterns most reliably predict vendor walk-backs, hidden exclusions, and unsupported certainty before signature. This is not proposal polishing; it is a portable, reality-graded procurement risk gate.
Why did we consider it?
A pre-signature proposal interrogation gate is a credible wedge because it solves an expensive buyer problem at the exact moment leverage exists, and AE’s fast reality-grading loop can turn vendor clarifications into defensible, compounding procurement-risk intelligence.
What breaks?
- The 'objective reality' feedback loop is polluted by strategic negotiation theater; vendor concessions are sales tactics, not empirical ground truth.
- Adverse selection: Premium vendors with leverage will abandon the sales process, leaving buyers with only desperate, lower-quality agencies.
- Fatal GTM mismatch: Enterprise procurement sales require high-touch, multi-stakeholder navigation, which is impossible for a part-time, introverted solo founder to scale quickly.
What did we learn?
Still in evaluation (phase: ranked). No verdict yet.
Filter scores
Five axes, each scored 0-3. Three independent runs by different model perspectives. Median shown.
| Axis | What it measures |
|---|
| data moat | Does this product accumulate proprietary data that compounds? |
| 10x model test | Does a better model make this more valuable, or redundant? |
| fast feedback loops | Can outputs be graded against reality in <30 days? |
| solo founder feasible | Can a solo operator build and run this without a team? |
| AI providers cant eat it | Do hyperscalers have structural reasons NOT to build this? |
Composite median: 9.5 / 15. Graduation threshold: 9.0. IQR across runs: 2.5.
Evidence
Signal A — Primary source
Does the supplier perform cyber risk management on outsourced, or third-party contracted, software development? ... Does the software supplier use forms of risk modeling-such as threat modeling, attack modeling, or attack surface mapping-to help assess the security risk for the software? ... Does the supplier perform a risk assessment to determine the impact of AI generated code on the security functions within the software under review?
Signal B — Competitor with documented gap
Basic extraction, comparison, and scoring of proposals; lacks conversion of SOW into explicit testable claims/assumptions/exclusions/dependencies/certainty levels, adversarial review using failure patterns, structured clarification packs, or reality-graded feedback loops from vendor responses for learning.
Signal D — Demand proxy
{"found":true,"summary":"Forum/blog discussions highlight buyer pains with vague SOWs, hidden risks/assumptions, scope creep, red flags in custom software vendor proposals/contracts, and need for detailed review checklists, but no exact tool match.","sources":["https://www.reddit.com/r/projectmanagement/comments/1nuu97z/firsttime_pm_first_software_project_need_help","https://arbisoft.com/blogs/legal-contract-checklist-software-vendor","https://www.stratagem-systems.com/blog/software-development-contract-essential-terms-2026","https://news.ycombinator.com/item?id=18351891"],"reason":"Reddit/HN …
Evaluation history
| When | Stage | Phase |
|---|
| 2026-04-22 20:00 | evidence_search | ranked |
| 2026-04-22 19:10 | evidence_search | ranked |
| 2026-04-22 18:20 | evidence_search | ranked |
| 2026-04-22 17:30 | evidence_search | ranked |
| 2026-04-22 16:40 | evidence_search | ranked |
| 2026-04-22 15:50 | evidence_search | ranked |
| 2026-04-22 15:00 | evidence_search | ranked |
| 2026-04-22 14:10 | evidence_search | ranked |
| 2026-04-22 13:20 | evidence_search | ranked |
| 2026-04-22 12:30 | evidence_search | ranked |
| 2026-04-22 11:40 | evidence_search | ranked |
| 2026-04-22 10:50 | evidence_search | ranked |
| 2026-04-22 10:00 | evidence_search | ranked |
| 2026-04-22 09:10 | evidence_search | ranked |
| 2026-04-22 08:20 | evidence_search | ranked |
| 2026-04-22 07:30 | evidence_search | ranked |
| 2026-04-22 06:40 | evidence_search | ranked |
| 2026-04-22 05:50 | evidence_search | ranked |
| 2026-04-22 05:00 | evidence_search | ranked |
| 2026-04-22 04:10 | evidence_search | ranked |
| 2026-04-22 03:20 | evidence_search | ranked |
| 2026-04-22 02:30 | evidence_search | ranked |
| 2026-04-22 01:50 | evidence_search | ranked |
| 2026-04-22 01:10 | evidence_search | ranked |
| 2026-04-22 00:30 | evidence_search | ranked |
| 2026-04-22 00:00 | evidence_search | ranked |
| 2026-04-21 23:30 | evidence_search | ranked |
| 2026-04-21 23:00 | evidence_search | ranked |
| 2026-04-21 08:00 | evidence_search | ranked |
| 2026-04-21 07:10 | evidence_search | ranked |
| 2026-04-21 06:30 | evidence_search | ranked |
| 2026-04-21 06:10 | evidence_search | ranked |
| 2026-04-21 02:50 | filter_score | scored |
| 2026-04-21 02:40 | filter_score | scored |
| 2026-04-21 02:30 | filter_score | scored |
| 2026-04-21 02:20 | evidence_search | argument |
| 2026-04-21 02:10 | audience_simulation | argument |
| 2026-04-21 02:00 | red_team_kill | argument |
| 2026-04-21 01:50 | steelman | argument |
| 2026-04-21 01:40 | genesis | argument |