Athanor generates investor-grade evaluation artifacts (GemScore) in minutes: Readiness × Potential, key risks, and concrete next steps — plus optional Expert Opinion you can share in one click.
"The combination of an evaluation layer with milestone-based execution is genuinely interesting—especially for solo LPs and operator angels."
"Modern and clean design. The scoring visualization is amazing—great presentation that makes complex data easy to understand."
"Our clients are eager for this kind of scoring capability. The strategic partnership model works well for our venture club."
"That sounds exactly what we are looking for. Please connect us with your team."
"For investors, scoring works as a top-level filter. It helps not waste time on unprepared projects. A fund can use the score as an entry criterion."
Unlike single-score tools, GemScore maps deals on two dimensions: Potential (upside) and Readiness (investability).
Hover over points to see deal details. View a full sample report →
Ghosting is common, and founders perceive it as disrespectful. In a Sifted survey, 75%+ of respondents said they'd experienced arrogance and being ghosted by investors.
TechCrunch describes the founder experience as the "did I do something wrong?" spiral — "enough to drive anyone crazy."
And yet: detailed feedback is hard to give consistently — especially at volume.
Writing thoughtful rejections takes real time and often gets deprioritized.
Founders can react badly. VCs report being insulted or threatened after providing feedback.
Research shows negative feedback increases venture abandonment by ~13% — blunt critique can demotivate wrong teams.
So the real need is structured clarity that's fast, neutral, and constructive.
Athanor turns a pitch deck (or structured submission) into consistent, repeatable artifacts:
Dual-axis scoring (Potential × Readiness) + key gaps + next steps
Optimist vs pessimist stress-test (reduces "single-model vibes")
Human validation from experienced founders/advisors/investors (optional)
Clarity + next step, not ambiguity
Your team passes for the same reasons
"Declining well builds goodwill"
Depending on tier, Athanor produces:
Readiness × Potential scores with narrative explanation showing what's working and what's not
Team, market, risks, competitors in report format ready for IC or internal notes
"What to validate / improve / kill first" — milestone-based roadmap
Optional claim cross-checking and confidence framing (premium tier)
Easy to forward with password protection; you control visibility and what gets shared
Thank you for sharing your deck. After evaluation, we're passing at this stage. Here's the structured feedback:
Key Gaps:
What would change our decision: 2-3 pilot customers in Fortune 500 with signed LOIs.
This mirrors what strong investors already try to do: Homebrew's Hunter Walk says they aim to give specific feedback when passing out of respect for founders.
And founders can use structured feedback productively: TechCrunch quotes a founder who asked for actionable feedback, applied the pattern, and says it helped her "get to the yeses… and close."
For borderline deals, send it to a human reviewer for quick perspective
Get human validation from experienced operators
Send evaluation to domain specialists you trust
Our network of vetted reviewers (free for paid reports)
Structured form or upload pitch deck
Specialist agents run in parallel
Optimist vs pessimist stress-test
Scores + memo-style outputs + next steps
Because you need repeatable artifacts, not a chat thread — and building an evaluation pipeline is a full product
| Feature | Claude / single prompt | Personal AI assistant (e.g. OpenClaw) | Manual Review | Athanor |
|---|---|---|---|---|
| Output format | Chat thread | Varies per session | Varies by analyst | IC-ready memo |
| Repeatability | ||||
| Dual-axis scoring | ||||
| Web research | Limited | If configured | Time-intensive | Built-in |
| Adversarial stress-test | ||||
| Shareable pass note | Time-intensive | |||
|
Basic DD (KYC, sanctions, patents, tech) |
Expensive | Verification tier | ||
| Ecosystem | None | None | None | Full |
| Time per deal | 15-30 min | Hours | 2-4 hours | 3-30 min |
Make faster calls, stay consistent, keep founder relationships intact.
Standardize first-pass notes and reduce variance across the team.
Offer founders something concrete even on a "no" — without burning your bandwidth.
Screen applicants at scale and give every founder actionable feedback on their pitch.
Reports are only visible to you unless you share them
We do not train public AI models on your submissions
Password protection and link expiration available
Selective sharing: share only what's relevant to founders
Daily
Quick filter (Potential only)
Per evaluation
Dual-axis + debate + deeper diligence
IC-ready
Deeper validation / IC-ready tier
Connect Athanor to Claude Desktop, ChatGPT, or any MCP-compatible tool. Search, filter, and discover startups using natural language — powered by your Investor DNA.
We capture your thesis, portfolio, and behavioral patterns to rank every startup against your specific criteria. 40% thesis alignment, 30% portfolio fit, 30% behavioral match.
"Find fintech startups with strong teams that complement my portfolio." Your AI returns ranked, pre-analyzed matches with GemScores.
Get notified when a high-match startup enters the platform. Deals come to you, pre-scored and pre-matched to your thesis.
Works with Claude Desktop, ChatGPT*, and MCP-compatible AI tools.
Schedule a quick call to discuss API access, whitelabel solutions, or custom integrations for your fund.
Run one report on a live deck. If it doesn't save time or improve clarity, don't use it.