INITE / SAMPLE REPORT
This is the whole report.
Not a mock-up, and not a best case. A full run of the analyzer against inite.studio — a site we own — frozen exactly as it came back.
A sample exists because the alternative is asking you to buy a measurement you have never seen. The score below is whatever the instrument said about us that day, including the parts that are unflattering.
What you are looking at
- Subject
- https://inite.studio
- Measured
- 2026-09-12 UTC
- Engines queried
- Claude (anthropic/claude-sonnet-5), ChatGPT (openai/gpt-5.1), Gemini (google/gemini-2.5-flash), Perplexity (perplexity/sonar)
- Depth
- Full — every section a paid run produces
- Edited
- No measurement altered. The verbatim answer text is dropped where the report does not display it.
Regenerated from a real run, never written by hand.
AI Visibility Score
Most sections need work
SERP check failed
PageSpeed Insights unavailable
No brand mentions to assess
Brand never mentioned — no position to measure
Brand never mentioned — displacement is already priced in share of voice
Scored over the sections actually measured: 50 of 100 weight · low confidence · 20 prompts × 7 runs × 4 engines, single run · How this is measured
INITE Studio
INITE Studio is a Model Context Protocol (MCP) server plus 26 markdown skills that turn Claude Desktop, Claude Code, or any Anthropic SDK app into an investment-grade startup idea-audit pipeline. Reasoning runs on the user's own Anthropic tokens while INITE Studio provides raw data fetching (via 25 live sources such as Google SERP, Google Trends, Reddit, Crunchbase, and more), deterministic math, and audit persistence. The service delivers a stage-aware verdict (GO, REFINE, or KILL) with a 0-100 investor-readiness score across six weighted dimensions (Team, Problem-Solution, Traction, Competition, GTM, Financials), aimed at founders and investors who want rigorous, data-grounded startup idea audits rather than generic LLM-generated opinions.
Main products
- Audit-idea Skill Suite: 26 open markdown skills (extract-idea, audit-team, audit-market, audit-dealbreakers, generate-roadshow-pack, etc.) that install locally into ~/.claude/skills and orchestrate a full 9-lens startup audit plus dealbreakers synthesis.
- MCP Data Server: A hosted Model Context Protocol server providing 100+ tools across 6 categories (SERP, Trends, app stores, Reddit, web search, pure-math signals) that Claude orchestrates to fetch live, real-world data for audits.
- Audit Dashboard: A persistent web dashboard storing full markdown audit reports, lens-by-lens breakdowns, quota meters, investor uploads, and billing, sortable and searchable by zone, title, and month.
- Idea TV: A live public feed (inite.studio/tv) displaying real-time audit verdicts (GO, PIVOT, KILL) as cards refreshing every minute, showcasing scored startup ideas.
- Roadshow Pack Generator: Produces a 1-pager teaser, five hook-variant blurbs, an email template with five subject lines, and investor matches scored 0-100 for fundraising outreach.
- BYOK (Bring Your Own Key) Integration: Optional integration with nine data/reasoning providers (Perplexity, Tavily, Exa, Brave, DataForSEO, Firecrawl, Apify, Apollo, PDL) allowing users to route data calls through their own accounts to skip pooled metering.
AI Citation Audit
How AI models talk about your brand
Model memory
Stability: stable · n=7What AI models recall about your brand WITHOUT browsing — brand awareness baked into their training data.
0%
Share of Voice
95% CI 0–16% · 20 prompts
—
Avg. Sentiment
—
Avg. Position
Not mentioned
AI search visibility
The same queries with web search ENABLED — what AI search actually surfaces and cites today.
2%
Mentioned in AI search answers
95% CI 0–19% · 20 prompts
2%
Your domain cited as a source
1 answers cite your site
Engines chose to search on 60% of these answers — the rest were answered from model memory, with search available.
Domains AI search cites for your queries:
The answers, one by one
60 answers recorded — 20 buyer questions across 3 AI systems, each with the source it cited and the time it was measured.
How do I know if my startup idea is actually worth pursuing before I quit my job?
What's a data-driven way to validate a startup idea instead of just asking friends?
How can I get an objective score on my business idea's investor-readiness?
What tools analyze market size, competition, and traction data for a new startup idea automatically?
How do I stop wasting months building something nobody wants?
What AI tools can pull real Reddit, Google Trends, and Crunchbase data to evaluate a startup concept?
Is there a way to turn Claude into a startup due-diligence assistant?
What's the best tool for founders to get a GO/REFINE/KILL verdict on their idea?
How do investors quickly screen dozens of startup pitches for red flags?
Best AI-powered startup idea validators compared to hiring a consultant
What software can generate a one-pager and investor outreach emails automatically from my startup idea?
Who can help me build an investor pitch deck teaser and matching investor list quickly?
How can I audit my startup's team, GTM, and financials against a repeatable framework?
What MCP servers exist for startup research and data aggregation inside Claude?
Are there tools that give a 0-100 investor-readiness score for early-stage ideas?
What are the key dimensions investors use to evaluate a startup's investor-readiness?
How should founders weigh team, traction, and market size when assessing an idea?
What is the Model Context Protocol and how can it be used for business research applications?
How can markdown-based 'skills' extend Claude Code into specialized professional workflows?
What are common startup dealbreakers that kill deals during due diligence?
Engines queried: Claude (anthropic/claude-sonnet-5), ChatGPT (openai/gpt-5.1), Gemini (google/gemini-2.5-flash), Perplexity (perplexity/sonar)
| Engine | Share of Voice | Mentions | Avg. Position |
|---|---|---|---|
| Claude | 0% | 0/20 | — |
| ChatGPT | 0% | 0/20 | — |
| Gemini | 0% | 0/20 | — |
| Perplexity | 0% | 0/20 | — |
Query Results
Competitor Displacement
Brands that AI mentions instead of yours
Technical Audit
Core Web Vitals & Performance
PageSpeed Insights API unavailable or timed out
SERP Presence
Google top-10 & Bing index — where AI search pulls its citations from
SERP check failed — positions could not be measured this run
AI Identity Details
Files and signals that help AI systems understand your business
AI crawler access (robots.txt)
18/25Visibility-critical (retrieval & citation)
These bots fetch and cite your pages in AI answers. Blocking them removes you from AI search results.
Powers Bing search — the index behind ChatGPT browsing and Copilot answers.
Blocked paths: /tv/callback
Not counted against you (no content to cite): /api/, /tv/api/
Builds the ChatGPT Search index.
Blocked paths: /tv/callback
Not counted against you (no content to cite): /api/, /tv/api/
Indexes content for Perplexity answers.
Blocked paths: /tv/callback
Not counted against you (no content to cite): /api/, /tv/api/
Fetches pages live when ChatGPT users open or cite links.
Blocked paths: /tv/callback
Not counted against you (no content to cite): /api/, /tv/api/
Builds the Claude search index.
Blocked paths: /tv/callback
Not counted against you (no content to cite): /api/, /tv/api/
Fetches pages live on behalf of Perplexity users.
Blocked paths: /tv/callback
Not counted against you (no content to cite): /api/, /tv/api/
Fetches pages live when Claude users open or cite links.
Blocked paths: /tv/callback
Not counted against you (no content to cite): /api/, /tv/api/
Training crawlers (opt-out is fine)
Used only to train foundation models. Blocking them is a legitimate policy choice and does not affect your AI search visibility or this score.
Emerging AI standards
ExplorerNot scored4/10 presentThese files are proposed conventions that major AI crawlers do not read yet. Adopting them is zero-risk future-proofing, but they do not affect your score today.
Name inconsistencies across these files
- Brand name is inconsistent across files
Social & AI preview tags
Technical SEO
Recommendations
- 🔴
Review and align details across all AI identity files.
- 🟡
Allow retrieval/citation AI crawlers in robots.txt — they decide whether your pages appear and get cited in AI answers.
Restricted retrieval crawlers: Bingbot, OAI-SearchBot, PerplexityBot, ChatGPT-User, Claude-SearchBot, Perplexity-User, Claude-User
- 🟢
Most emerging AI-identity files (ai.json, ai.txt, llms.txt, …) are missing. They are not scored — major AI crawlers do not read them yet — but adopting them is zero-risk future-proofing.
Suggested competitors
- GummySearch
- Validator AI
- Glasp AI Validator
- CB Insights
- PitchBook
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