Bull AI LabsBull AI Labs

    Your AEO Lab

    AI visibility softwarethat fixes what it finds.

    See how ChatGPT, Claude, and Perplexity fetch, read, and cite your site. Then fix it at the engineering layer.

    60 seconds. No signup. Works on top of Profound, Peec, or your agency.

    FETCH MODERENDERED
    Humans & Google see 2,418 words · 24 products
    Tap the switch to compare
    What humans & Google seeGoogleRendered

    This diff is not a one-time read. Crawlers change, your site changes — we re-fetch and track it continuously.

    Skip to product sections
    FIELD REPORT · FREELETICSVERIFIED
    Bull AI Labs rebuilt how every AI engine sees Freeletics. Within a quarter we went from being absent in answer surfaces to being the cited choice for our category.
    Confidence Udegbue, VP of Product at Freeletics
    Confidence UdegbueVP of Product · FreeleticsForbes 30 Under 30
    AI Answer Leaderboard
    Freeletics · one quarter
    consistently cited over nike, apple, peloton, etc.
    Across ChatGPT, Claude, Gemini and Perplexity
    01
    Freeletics
    Zero ad budget
    02
    Nike Training
    $4.2B/yr marketing
    03
    Peloton
    $700M/yr marketing
    04
    Apple Fitness+
    $1.5B+/yr marketing
    A startup most people have never heard of now outranks $6B+ of annual marketing spend from industry giants.
    Live · Q1 2025
    Toro

    Your buyers stopped searching.
    They started asking.

    New chatAI assistant
    ↑

    AI can make mistakes. Check important info.

    What the crawler sees

    0 words readable

    ≠
    https://maisonlumen.com
    What humans (and Google) see

    1,480 words readable

    https://maisonlumen.com

    3 words readable

    EMPTY SHELL
    https://maisonlumen.com
    403blocked at the edge
    403 FORBIDDEN
    https://maisonlumen.com
    12.4scrawler gave up
    TIMED OUT
    [open your lab]

    Free - domain only - no signup. First read in about two minutes.

    You just watched three signals fail.

    • Client-side render - the crawler got an empty shell
    • Bot protection - blocked before a word was read
    • Slow origin - the fetch was abandoned

    Three of 51 signals your lab grades on every run.

    The two-fetch diff is how we see it. We fetch your page as a browser and again asThe two-fetch diff is how we see it. We fetch your page as a browser and again as ChatGPT-User, then compare what actually survives - most tools never fetch as the bots at all.

    Don't be bullish. Open your LLM lab.

    Everyone else hands you a report.We ship the fix.

    The usual way

    An agency audit lands in your inbox. The recommendations sit in an engineering backlog for months. Your visibility depends on renting mentions - Reddit threads, listicles, other people's pages.

    The lab way

    Your first verified fix ships within 24 hours of the audit. We re-probe it on the next live fetch. Your own pages become the source AI engines read - you stop renting visibility and start owning it.

    Own the source. Don't rent it.

    Answer share moved from 15% to 68% on tracked high-intent queries during the engagement.

    One lab. Every surface.

    Every cell is a real prompt on a real engine.

    🔒app.bullai.tech
    LiveChatGPT3m ago"What CRM has the best AI features for sales teams in 2024?"High impact
    Overall AI Score
    7/100
    Visible Prompts
    0/45
    Losing to Competitors
    45/45
    Critical (<40)
    45/45
    5 prompts marked N/A. These prompts mention "Attio" by name — AI engines will always return the brand, so they're not a real visibility signal.
    Prompt Heatmap
    Each cell = 1 prompt. Color = average across 5 engines.
    ≥7055-6940-54<40
    1
    5
    2
    12
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    10
    4
    8
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    6
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    N/A
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    5
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    N/A
    21
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    N/A
    30
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    N/A
    38
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    N/A
    46
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    48
    10
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    8
    50
    6
    "lightweight CRM for venture-backed startups"
    DISCOVERYscore 6
    Two-Fetch Diff · live

    Ranking on Google doesn't mean ranking in AI.

    Googlebot renders your JavaScript. AI crawlers don't. Run any URL through the two-fetch diff and see exactly what ChatGPT, Claude, and Perplexity can - and can't - read on your site.

    Two-Fetch Diffidle
    raw fetch · no JS
    NOT VISIBLE
    $ fetch --no-js https://www.freeletics.com
    ChatGPTClaudeGeminiPerplexity
    AI crawlers can't read this
    Submit a URL to probe
    ↓ With JS executed (Googlebot)
    rendered · JS executed
    VISIBLE
    $ render --js https://example.com
    <h1>your-site.com</h1>
    <main>full page content, headings, schema…</main>
    GooglebotChatGPTClaudeGeminiPerplexity
    All engines read this
    Googlebot executes JS - AI crawlers don’t
    Raw fetch (what AI crawlers see) vs. rendered (what Googlebot sees) · probed via audit-render

    Not a tool. A stack for AI search visibility.

    Six product surfaces, one operating picture. Diagnose the crawl gap, score every engine, ship the fixes, measure the lift.

    Two-fetch diff

    See what AI crawlers actually see.

    Catch invisible content before it costs you citations.

    React SPA (unoptimized)
    EMPTY
    yourapp.com/pricing
    <div id="root"></div>
    Loading…
    3 words indexed
    3 words indexed
    Bull AI Labs engineered (SSR + AEO)
    INDEXED
    yourapp.com/pricing
    GPTBot · live fetch 200 OK
    ChatGPT answer
    "For engineered AEO, teams use yourapp.com to make pages readable by LLM crawlers."
    ↳ cited: yourapp.com/pricing
    1,284 words indexed
    Open

    Engine × Signal Matrix

    51 signals graded. 9 engines. One operating picture.

    Every cell is a citation opportunity, scored continuously.

    CGPTCLDPPLGEMAIOCOPGRKMETYOU
    S1
    S2
    S3
    S4
    S5
    S6
    S7
    CRIT HIGH MED N/A
    Open

    Sprint board

    Engineering tasks pushed as PRs.

    Bi-weekly cadence, scoped to revenue impact, reviewable as pull requests.

    TODO 2
    In Review 2
    Shipped 3
    PR-126
    Patch robots.txt → allowlist ClaudeBot, PerplexityBot
    PR-127
    Add llms.txt with capability declarations
    PR-123
    SSR pre-render /pricing and /features for bot access
    PR-128
    Ground entity to Wikidata Q-node via sameAs
    PR-129
    Migrate React SPA → Next.js App Router (SSR)
    PR-130
    Expose .well-known/mcp.json catalog endpoint
    PR-131
    Fix hydration mismatch blocking
    Open

    Citation map

    Track citation share across every engine.

    ChatGPT, Claude, Perplexity, Gemini, AI Overviews, Copilot. Per-prompt, per-engine, weekly.

    Citation Share / 12 WK+12% WK/WK
    58%51%44%32%
    70%35%0
    W01W06W12
    ChatGPT
    Perplexity
    Claude
    Gemini
    Open

    Frontier signals

    The signals that will define 2027.

    MCP-readiness, agentic commerce surface, .well-known endpoints. Tracked before competitors know they exist.

    Frontier Scan
    2027 Readiness
    3/5
    /.well-known/ai-plugin.jsonDETECTED
    /.well-known/mcp.json●MISSING
    /robots.txtDETECTED
    /agent-surface●MISSING
    /openapi.jsonDETECTED
    Frontier Readiness3 of 5 Detected
    Open
    COVERAGELIVE
    51signals graded
    9engines tracked

    The platform

    From audit to citation in one bi-weekly cycle. Bull AI Labs is the engineering layer between your technical surface and every AI engine that decides what gets cited.

    01Your technical surface
    MCP EndpointMCP
    Agents.mdAGENTS.MD
    .well-known.WELL-KNOWN/
    robots.txtROBOTS.TXT
    RenderingSSR / RSC / SSG
    Bot AccessROBOTS / UA
    Entity GraphWIKIDATA / KG
    Content ArchCHUNKS / BLUF

    Bull AI Labs holds a point of view on every protocol surface that will determine AI citation — from chunk architecture to the MCP layer where agents will invoke instead of browse. 51 signals graded across the surfaces we measure today; MCP coverage is POV, not shipped probing.

    02Bull AI Labs engineers it
    BULL AIengineering layer
    01 / 03
    51 signals graded
    Diagnosed

    Across every surface above — rendering, entity, edge, community, reviews, agents.

    02 / 03
    Bi-weekly
    Engineering PRs

    Shipped as code, not slide decks. Two-week cycles, measured outcomes.

    03 / 03
    9 engines
    Measured

    Citation share tracked weekly across every major AI surface in the market.

    03AI engines cite you
    ChatGPT
    Claude
    Perplexity
    Gemini
    AI Overviews
    Copilot

    Your brand becomes the cited choice across every major engine - measured, not assumed.

    Explore Your AEO Lab
    HANDSHAKESTANDBY
    Reclaim your share of AI Search

    See the engineering gap between you and the brand AI is citing instead.

    Free - domain only - no signup. First read in about two minutes.

    Found on AI — monthly underdog teardown.
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