Live · ChatGPT · Perplexity · Google AI Mode

AI cited your competitor. Here's the comment that flips it.

Built for SaaS founders and product teams who want to know why ChatGPT recommends competitors instead of them. Get the exact Reddit comment, email, or GitHub PR ready to paste — then we measure if it moved your citations 14 days later. Most tools stop at the chart.

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scan.live
live benchmark
Query
best self-hosted analytics tool for SaaS
ChatGPT
scanning…
Perplexity
scanning…
Google AI Mode
scanning…
Composite visibility
ChatGPT × 0.45 · Google AI × 0.30 · Perplexity × 0.25
67GEO Score

What no other AI visibility tool ships

Five things only we ship in 2026

Every dashboard in the GEO category measures. We're the only one that explains why you lose, drafts the action that flips it, and proves whether it worked 14 days later. Verify each claim below — every link goes to the actual spec or feature doc.

  • Only us · #01

    "Why?" drawer — see exactly why the competitor wins

    On every losing query, open Why? and read 3 evidence-backed reasons the winner ranks first + 3 ranked actions to flip it, with a predicted GEO lift and a confidence band. Other tools chart the gap; we explain it.

    See methodology
  • Only us · #02

    14-day Outcome Loop — we measure if the fix worked

    When you mark an action posted, we anchor a 14-day pre/post citation window on that source and re-count. Cards then show "Drove +5 citations across 3 queries (high confidence)" or "No measurable change" — never "trust us, this lifted you".

    How outcomes are measured
  • Only us · #03

    4-state Citation Source Intelligence (Live · Limited · Frozen · Manual)

    Every cited URL is classified by venue health before we draft. Frozen sources (archived Reddit, locked HN, defunct domains) get a replacement strategy with a one-click URL — not a wasted draft. We refuse to act in dead venues.

    Read the classifier spec
  • Only us · #04

    AI Crawlability Monitor — 16-bot matrix with copy-paste fixes

    Most "AI is invisible to me" problems start with a misconfigured robots.txt or X-Robots-Tag — not content. We grade your site against 16 critical AI crawlers (OpenAI, Anthropic, Perplexity, Google, Apple, Meta, ByteDance, ...) and ship the exact snippet for app/robots.ts or your CDN.

    See the bot matrix
  • Only us · #05

    Real-time Business alerts (email + Slack mirror)

    Daily cron walks every Business domain and emails when GEO Score drops ≥10 pts week-over-week or a new competitor appears in 3+ of your queries. Same triggers mirror to a Slack Incoming Webhook (HTTPS-validated, anti-SSRF). Each event announced once — no spam.

    How alerts work

Bootstrapped, founder-led, AI-augmented engineering — every product decision passes through one operator, every user gets the same inbox. How it's funded →

Try it now

See your AI visibility — instant preview or 60-second real scan.

Run a real Perplexity Snapshot on your domain or click an example brand to see what Pro tracks across 3 engines.

geotrackerai.com/snapshot
Free Snapshot · Live Perplexity scan~60 seconds
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Example brands · Pre-computed mock data showing how Pro tracks ChatGPT + Perplexity + Google AI Mode together.

The gap

Every visibility dashboard agrees where the gap is. Almost none of them close it.

Every tool in the category — at every price point — surfaces the same diagnosis: here are the URLs AI cites for your queries, here is your share of voice, here is who beats you. Then they hand the patient back to themselves with a bill. The comment, the email, the pull request — those are still on you. We ship them.

The category floor

What every dashboard ships

solved
Citation tracking across ChatGPT, Perplexity, Google AI Mode
Share-of-voice metric vs. competitors
Per-engine breakdown + sentiment scoring
Share of Voice over time
Drafts the comment for the cited Reddit thread
Drafts the email to the listicle author
Drafts the GitHub PR for the awesome-list
Refuses to draft into archived / locked sources
Tells you whether the action moved the citation needle
The diagnosis is universal. The cure is missing — across the whole category.
the gap

The action layer

What we ship on top

shipped today

4-state actionability per cited URL

Live · Limited · Frozen · Manual — every URL is classified before we burn a token

Reddit comment generator

Subreddit-specific etiquette, disclosure baked in, 80–160 words, no superlatives

Email pitch to listicle / blog / news authors

Subject + one specific data point + soft ask + author email auto-detected

GitHub PR for awesome-list inclusion

Title + body + the exact markdown line + one-click "Open README in editor"

Hacker News reply + podcast guest pitch

Tuned to HN density rules · 2–3 episode angles for podcast hosts

Frozen-source replacement strategy

Archived Reddit → search r/<subreddit> · Locked HN → submit your own · Defunct domain → AI re-indexes in 2–4 weeks

Closed-loop outcome tracking

14 days after you mark posted, we re-count citations — "+5 across 3 queries" or honest "no measurable change"

Every promise above is shipped end-to-end. Every example the next section shows is from real production data.

See it click-by-click

Citation Source Intelligence

Click a state. See the exact UI we ship for it.

Four actionability states, one lookup per cited URL. For Live and Limited venues we generate a paste-ready draft. For Frozen we refuse to spend tokens and surface the replacement strategy. For Manual venues we hand off the link with a hint. All four examples below come from the production dataset of a real Pro user (Netlify on netlify.com).

csi.action · live
production data
LISTICLELIVEyou missing

13 Software Deployment Tools You Should Know In 2026

octopus.com

Citations

30

Authority

6.5/10

Cross-query

2

Cross-engine

1

Competitors

3

Status

live

Competitors mentioned in this source

azure.microsoft.comharness.iojenkins.io

DRAFT · EMAIL PITCH

Position your brand as preview/edge complement

ready
Review before sending. This is a draft, not a finished message. Edit so it sounds like you, fix anything etiquette flags, paste only when you would defend it on the record.

Subject

Quick suggestion for your '13 Deployment Tools' post

Before you post

  • Listicle is framed as "13 tools you should know in 2026" — keep Netlify positioned as preview/rollback fit, not a CI/CD replacement.
  • Article already includes Octopus, Jenkins, Harness, Azure — avoid overlapping claims.
  • No email auto-detected. Use the author profile button to find a contact channel.

FIVE DRAFT GENERATORS

Per-platform helpers, not one prompt to rule them all

Reddit comment culture is not Hacker News culture is not journalist inbox culture. We tune the prompt, the length, the disclosure rules, and the etiquette guards per platform.

Reddit comment

Value-first reply with disclosure baked in

Mentions your brand alongside 1-2 alternatives, never in isolation. Subreddit-specific etiquette for r/SEO, r/SaaS, r/devops, r/programming + 7 more. 80-160 words, no emojis, link-capped.

Hacker News reply

Technical density, no superlatives

One-line "I work on …" affiliation, 60-150 words, drops one specific signal (number / benchmark / gotcha). Auto-locked threads (>14 days) skip drafting and surface "submit your own Show HN" instead.

Email pitch

Listicle / blog / comparison authors

Subject (≤8 words, references the article), one specific data point about your brand, soft ask matched to "If you're updating in Q3 / no rush". Author email auto-detected → mailto: pre-filled with subject + body.

GitHub PR

Awesome-list pull requests

Title + body + the exact markdown line in a code block. One-click "Open README in editor" lands you in GitHub's web editor on the repo, ready to fork and commit. CONTRIBUTING.md reminder always shown.

Podcast pitch

Guest-spot pitch with 3 angles

Subject + 2-3 specific episode angles (each = a tentative episode title + a one-sentence hook) + one-line bio + soft ask. Never "do you have 15 minutes for a call." mailto: pre-fill or Listen Notes search fallback.

ETIQUETTE GUARDS

Hard rules, not vibes

  • Brand mentioned alongside alternatives — never in isolation
  • Affiliation disclosure auto-checked for Reddit + HN
  • Subject ≤ 70 chars, no "Re:" hijacks
  • Length cap per platform (Reddit 160, HN 150, email 200)
  • Superlatives blocked: "best", "leading", "game-changer"
  • Hard-asks blocked: "hop on a call", "do you have 15 min", "circling back"
  • Multi-link comments flagged on Reddit + HN
  • "Review before sending" banner on every draft
Ready to see it on your domain?
Run free audit + see your citation map
 

The closed loop

We don't just draft. We measure if it worked.

Every action you mark posted goes into a 14-day citation delta tracker. Real before/after numbers per source, per query. No guessing whether the work moved the needle — and no overclaiming when it didn't.

Example outcome · postlog.ai
+0citations across 3 queries
High confidence
Pre-window
2 citations
Post-window
7 citations
Delta
+5 (+250%)

Example data. Real outcomes vary by query competitiveness, source authority, and draft quality.

When you see it. Available on Pro and Business. The 14-day window starts the moment you click “Mark sent” — first outcome appears at day 14 or sooner via weekly cron.

Confidence bands

How we honestly grade every outcome

high

High confidence

Delta is consistent across all 3 engines AND the cited source is still live. Signal is real.

Example label
"+5 across 3 queries", "+12 over 14d"
medium

Medium confidence

Delta shows on 1–2 engines OR the cited source went archived after action. Signal is real but partial.

Example label
"+2 on ChatGPT only"
low

Low confidence

Delta is below noise floor (±1 citation) OR window overlapped with a model update. Honest "no measurable change."

Example label
"no measurable change"

Built for the communities that recommend tools, not for enterprise procurement

Built for the communities AI actually cites

r/SaaSr/SEOr/marketingIndie HackersHacker Newsr/Entrepreneur

Open methodology

GEO Score formula and engine weights documented in our public docs.

Zero PII collected

We benchmark public AI responses. No buyer data, no tracking pixels.

Drafts only — never auto-posts

You always review and post. We never touch your accounts or threads.

The methodology

Anyone can ask ChatGPT a question. We turned that into a benchmark.

Three layers turn a one-off prompt into a measurement your team can compare week-over-week. No black box — every step below is documented in our public docs.

1 / 3

Step 1 · Inputs

Controlled query environment

Same prompt. Same parameters. Same time-of-day window. No personal chat history, no recency bias from your own browsing. Every scan is reproducible — that is the only way week-over-week numbers mean anything.

methodology · open
benchmark.run
deterministic
prompt: “best PostHog alternative for self-hosted”
temp=0.0model=gpt-4owindow=14:00 UTCno_history
run 114:00 UTChash a3f17b…1.2sidentical
run 214:00 UTChash a3f17b…1.3sidentical
run 314:00 UTChash a3f17b…1.1sidentical
Variance across 1,000 runs2.3%

The founder pain

Your SEO is fine. AI doesn't care.

Eight verbatim posts from r/SaaS, r/SEO, r/marketing, and r/Entrepreneur. The category complaint is consistent: every visibility dashboard names the gap. None close it. If one of these reads like your week — keep scrolling.

We rank #3 on Google for our main keyword. Good DA, solid backlinks, the whole SEO playbook executed perfectly. But when I asked ChatGPT 'What's the best [tool for our use case]?' — we weren't mentioned. Ever. Our competitor (who ranks BELOW us on Google) got recommended 78% of the time. Us? 0%.

u/Resident-Ad4318
r/SaaS

My site ranks top 3 for a bunch of good keywords in regular Google search, traffic is steady around 5k organic visits a month, but when I check AI tools like Perplexity or ChatGPT search, we get zero mentions. Not even a nod. Your thoughts would save my sanity.

u/Awkward-Chemistry627
r/marketing

A lot of these tools feel like classic SEO dashboards, just rebranded for AI. Expensive plans, fuzzy scores, and not always clear what you're supposed to do with the data.

u/Lemonshadehere
r/SEO

Same story: abstract metrics, black box scoring, and pricing that assumes you'll pay forever just to "keep an eye" on things you don't fully control anyway. Missing anything actionable beyond "you appeared X times."

u/GrowthHackerMode
r/SEO

If AI visibility tools can't tie mentions to traffic or signups, they're just dopamine dashboards.

u/Siddharth1India
r/SEO

Maybe it's already part of the deal but what happens after the alert? If your tool flags a problem but provides no recovery protocol, you're not finished building. Awareness without solution just creates more work.

u/PracticalStoicUS
r/Entrepreneur

Manual checks feel pointless at scale.

u/MoistGovernment9115
r/digital_marketing

Pay attention to WHICH sources get cited when your competitors show up. That's basically a roadmap of where you need to be mentioned. If ChatGPT keeps citing some specific comparison blog when recommending your competitor, that's a target for you to get included.

u/TemporaryKangaroo387
r/SaaS
The dashboards are correct. They are also where every tool stops.

The invisible loss

Your funnel sees the survivors. Not the disqualified.

Traditional analytics starts after a click. AI-mediated discovery shapes the shortlist before a click exists. If your brand is missing from AI answers, you can lose awareness and consideration before analytics can attribute the loss.

Buyers still in consideration
1,000/ 1,000
Lost before any click
0
1 dot = 10 buyersstage 1 / 4
1
1,000 buyers ask AI a category question
Discovery starts in natural language — before branded search exists.
2
650 are shown competitors first
AI ranks them above you. They never type your brand name.
3
338 more drop on the branded SERP
Of those who do search you, most bounce — old reviews, missing comparison page, slow site.
4
GA4 sees 12. That is what your dashboard reports.
AI ate the other 988 you never saw. Your funnel can't attribute a click that never happened.
GA4 / CRM
The 988 you never saw

GA4 sees 12. AI ate the other 988.

Your dashboard reports 1.2% conversion. The honest number is "we got the click from the 12 buyers AI did not eliminate first." The 988 are demand that disappeared before any pixel could fire.

attribution gap
98.8%
of buyer demand

FREE OFFER

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WHAT YOU GET

  • 1 tracked domain
  • 10 saved queries
  • 5 manual scans per week
  • No credit card required

OUTCOMES

  • See whether your brand appears at all
  • Get benchmark Share of Voice and GEO Score
  • Understand whether AI connects your brand to the right problem space

Pricing

Choose the level of AI visibility benchmarking you need

Built for teams that need more than one-off manual checks. Honest tier story — no hidden fees, no per-seat surprises.

AI Awareness Audit
Find out if AI sees you.
$0/forever

Check whether AI systems surface your brand at all.

  • 1 tracked domain
  • 10 saved queries
  • 5 manual scans per week (UTC)
  • Perplexity only
  • No automated monitoring
  • Top 3 cited brands (read-only)
  • 1 AI Crawlability audit / week
Starter
Weekly fresh tracking on one domain.
$39/mo

Weekly fresh AI visibility tracking on one core brand — the lowest-friction paid tier.

  • 1 tracked domain
  • 30 saved queries · 15 monitored on weekly pulse
  • 3 manual scans per day · 2 weekly deep audits
  • ChatGPT + Perplexity
  • Track 3 competitors
  • Weekly content audit + JSON-LD generator
  • AI Crawlability Monitor
  • Citation drafts (Reddit · HN · email)
Most popular
Growth Benchmark
Daily pulse + Outcome Loop.
$169$129/mo

Launch price · first 100 customers

Daily-fresh AI visibility data plus the 14-day Outcome Loop — the production benchmark.

  • 14-day Pro trial · payment method required upfront
  • 1 tracked domain
  • 100 saved queries · 50 monitored on daily pulse
  • 5 manual scans per day · 5 weekly deep audits
  • ChatGPT + Perplexity + Google AI Mode
  • Why? drawer — see why competitors win each query
  • Track 5 competitors · share-of-voice + "where you lose"
  • 14-day Outcome Loop — measures whether each fix moved the needle
  • 5 citation drafts / week with etiquette guards
  • CSV / JSON export of scans, citations, GEO history
Start 14-day Pro trial

Payment method required · downgrade to Free anytime before day 14

Stripe secured · Cancel anytime
Visibility Intelligence
Team alerts + 6-engine coverage.
$349/mo

Team-grade headroom plus real-time alerts. Multi-domain + Claude engine coming next.

  • Everything in Pro, plus team alerts and enrichment
  • 300 saved queries · 150 monitored on daily pulse
  • 15 manual scans per day · 8 weekly deep audits
  • 1 tracked domain today · multi-domain (3) coming soonsoon
  • Same 3 engines as Pro · Claude + Gemini coming soonsoon
  • Track 15 competitors
  • 15 citation drafts / week + Hunter.io email enrichment
  • Real-time email + Slack alerts (GEO drops, new competitors)
  • CSV / JSON export
Scale
Agency-grade: 10 domains + dedicated support.
$899/mo

High-volume tier with dedicated support. Multi-domain (10) + multi-region coming next.

  • Everything in Business, plus agency-grade volume
  • 1000 saved queries · 500 monitored on daily pulse
  • 30 manual scans per day · 15 weekly deep audits
  • 1 tracked domain today · 10 + multi-region coming soonsoon
  • Same 3 engines as Business · expanding to 6 soonsoon
  • Track 50 competitors
  • Dedicated onboarding call
  • Private support channel
What if I cancel?

Cancel anytime from the Stripe customer portal — no email-required dance, no exit survey wall. You keep access until the end of the current period, then auto-downgrade to Free.

Do unused scans roll over?

No. Manual-scan quotas reset at the start of each window (Monday 00:00 UTC for Free, daily 00:00 UTC for Pro and Business). Auto pulse and weekly deep audits run on their own schedule independent of manual usage.

Can I switch between Pro and Business mid-month?

Yes — Stripe prorates the difference automatically. Upgrade or downgrade anytime from your Settings → Billing page. No retroactive credit clawbacks.

Is there a refund policy?

14-day no-questions-asked refund on your first paid subscription. After that, all sales are final per our Refund Policy — but we always read every cancellation reply, and we will make it right if something is genuinely broken on our side.

All plans center on one tracked domain today — keeps the benchmark clean. Multi-domain (3 on Business, 10 on Scale) and the full 6-engine coverage (Claude + Gemini + the chat-app surface of ChatGPT) are on the near roadmap. Existing Business customers on the $299 legacy price stay on $299 indefinitely.

No credit card required to start the free AI Awareness Audit.

FAQ

Questions operators ask before they benchmark

Straight answers on methodology, limits, and what this product is — and is not.

The closing pitch

Stop watching the gap.
Start closing it.

Free audit shows you where AI cites your competitors instead of you. Pro and Business unlock the drafts, the etiquette guards, and the 14-day citation-delta on every action you mark posted.

  • Setup in 90s
  • No credit card
  • Cancel anytime