Invocation
Workflow
Read the proposal
Read the full document before any analysis. Identify every factual claim, cited statistic, named competitor, and stated assumption. Do not begin fact-checking until the full document is read.
Extract claims
Build a structured list of every verifiable claim — numbers, CVEs, funding amounts, star counts, market statistics, named research. This list drives the fact-check pass.
Fact-check in parallel
Launch research agents to verify claims concurrently. Classify each claim as:
- VERIFIED — confirmed by a specific, cited primary source
- PARTIALLY TRUE — core claim holds but details differ
- UNVERIFIABLE — no primary source found; cannot confirm or deny
- FALSE — contradicted by a specific, cited source
Map the competitive landscape
Research incumbents, adjacent products, funded startups, open-source alternatives, and platform vendor roadmaps. The most dangerous competitors are the ones the proposal didn’t mention — always search beyond what the proposal names.
Identify structural flaws
Analyse business model, technical architecture, cost model, scope/timeline, team capacity, and sustainability. Classify every identified flaw as:
- FIXABLE — the proposal can be rewritten to address it; provide a specific recommendation
- INHERENT RISK — no amount of rewriting eliminates it; provide an honest assessment
Assess market timing and platform risk
Determine whether the market window is open, closing, or closed. Identify platform vendors who could absorb this product, and assess whether the timing works in the proposal’s favour.
Deliver the verdict
Present findings in the structured output format: fact-check table, landscape summary, flaw-by-flaw analysis, viability assessment, and recommendations.Viability verdict is one of:
- VIABLE AS-IS
- VIABLE WITH CHANGES (list them specifically)
- NOT VIABLE (explain why directly)
- INSUFFICIENT INFORMATION
Distinguish the proposal from the idea. A good idea with a bad proposal gets recommendations. A bad idea gets honest feedback and a suggestion to explore alternatives.
Self-review checklist
Before delivering, verify all of the following:- Every verifiable claim in the proposal has a fact-check verdict with a cited source
- At least 3 web searches performed per major claim category
- Competitive landscape includes: direct competitors, adjacent products, platform vendors who could build this, and well-funded startups in the space
- Every identified flaw classified as FIXABLE (with recommendation) or INHERENT RISK
- Viability verdict is one of the four defined labels
- No claim in the review itself is unverified — every assertion backed by a source found during research
- Review addresses business model sustainability, not just technical feasibility
- Competitors the proposal fails to mention are explicitly called out
- Tone is direct and honest — no hedging with “perhaps” or “it might be worth considering”
Golden rules
1. Verify before you judge
1. Verify before you judge
Never assess a claim as true or false based on general knowledge. Search for every verifiable claim. If you cannot find a primary source, classify it as UNVERIFIABLE.
2. Show the evidence
2. Show the evidence
Every fact-check verdict must cite a specific source (URL, paper title, or publication name with date). “This appears to be accurate” is not a fact-check.
3. Separate fixable from fatal
3. Separate fixable from fatal
Every identified flaw must be classified as FIXABLE or INHERENT RISK. Never present a list of problems without this classification.
4. Never rewrite unprompted
4. Never rewrite unprompted
Only rewrite the proposal when the user explicitly asks. The default output is analysis and recommendations.
5. Research competitors the proposal doesn't mention
5. Research competitors the proposal doesn't mention
The most dangerous competitors are the ones the author missed. Always search beyond what the proposal names.
6. Be honest about viability
6. Be honest about viability
If the idea is not viable, say so directly. Do not soften a “no” into a “maybe with significant changes.” If it is a maybe, specify exactly what changes would make it viable.
7. Distinguish the proposal from the idea
7. Distinguish the proposal from the idea
A good idea with a bad proposal is different from a bad idea. A bad proposal with a good idea gets recommendations. A bad idea gets honest feedback.
Reference files
| File | Contents |
|---|---|
FACT-CHECK.md | How to extract claims, classify them, verify with web search, and build the fact-check table |
LANDSCAPE.md | How to map competitors, assess market timing, identify platform risk, and find threats the proposal missed |
STRUCTURAL.md | How to analyse business model, technical architecture, cost model, scope/timeline, and sustainability |
REWRITE.md | How to rewrite a proposal addressing identified flaws while preserving what works |