11 things, no fluff

Everything we ship. Every. Single. Feature.

No "modules." No upsells hidden behind a sales call. Eleven features. Each one tagged LIVE if you can use it today, or COMING with a target week. Honest framing.

01AEO Score per LLM 02Citation Graph 03SERP Rank 04Hallucinations 05Content Recs 06AI Overview 07White-label PDF 08API + Webhooks 09Citation Readiness 10Brand Perception 11Hallucinations+
FEATURE 01 / 11 LIVE

AEO Visibility Score, per engine.

Three numbers refreshed on demand within your monthly pull quota: ChatGPT (GPT-5.4-nano), Gemini (3.5 Flash), Google AI Overview (via Perplexity Sonar). Each is the percentage of your buyer-intent prompts where the engine mentions your brand. Run-over-run deltas surfaced as drift alerts.

Built on: your own buyer-intent prompt set — we don't run a generic industry corpus, because aggregate scores don't move budget. Pulls are customer-triggered: 1 / 5 / 50 per month on Free / Starter / Agency.
linear.app · last pull +12 pts
ChatGPT (GPT-5.4-nano)68%
Gemini (3.5 Flash)54%
Google AI Overview82%
Your own buyer-intent prompt set. No generic industry medians.
FEATURE 02 / 11 COMING · WK 4

Citation Graph.

The directed graph of which third-party sites the LLMs cite when answering questions in your category. Yours glows if you're in it. Grey nodes are influence hubs you should target for backlinks or guest posts. Filter by LLM, by query type, by vertical.

Built on: real-time extraction of cited URLs, stored in a Postgres adjacency-list, rendered as a D3 force-directed graph.
YOU g2.com wikipedia reddit forbes github producthunt
247 cited sources · 12 weeks 7 high-value targets
FEATURE 03 / 11 COMING · WK 3

SERP Rank Tracking.

Daily ranking checks per keyword × locale × device. Mobile vs desktop split. SERP-feature presence (AI Overview, featured snippet, local pack, People Also Ask). Share-of-voice across up to 20 competitors.

Built on: Firecrawl /search API for Google fetching. We pay them ~$0.003 per query and pass the savings to you.
Keyword tracker · 5 of 200 US · desktop
aeo tools3↑2AIO ✓
chatgpt visibility7↑1
ai search tracker4↑5PAA ✓
profound alternative2↑3AIO ✓
track brand in ai11↓2
FEATURE 04 / 11 COMING · WK 4

Hallucination Detection.

When an LLM mentions your brand in an answer but the brand doesn't appear in any of its cited URLs — that's a hallucination. We flag it. You'll know which queries trigger fake confidence and can use that as a counter-signal in PR.

Built on: cross-reference between brand_mentions and citations tables. Flagged with is_hallucination boolean per prompt run.
Detected this week 3 flags
"Best AEO tool with $1k/mo budget"
ChatGPT · mentioned linear.app, cited 0 sources matching
"Linear vs Asana for AEO"
Gemini · attributed quote with no source
"Linear pricing 2026"
AI Overview · stale price stated as current
FEATURE 05 / 11 LIVE

Content Recommendations, with reasoning.

We don't just say "add schema." We say: "Your top blog post has no FAQPage schema. AI assistants pull FAQ-formatted answers 4.7× more often than plain prose. Adding 5 well-formed Q&A pairs is the highest-ROI change for that page."

Built on: Anthropic Claude Sonnet analysis of your scraped homepage plus top-ranking pages, against a checklist of AEO signals.
Recommendations · 12 open 3 critical
Add FAQPage schema to /docs
+18 pts est. · 4.7× extraction lift
Publish llms.txt at root
+12 pts est. · 48h Perplexity pickup
Cite 2 primary sources in /pricing
+6 pts est. · authority signal
FEATURE 06 / 11 COMING · WK 4

Google AI Overview Tracking.

Per keyword, per day: was an AI Overview shown? Did your brand appear in it? Did a competitor? List of cited URLs in the AIO block. Trend over time.

Built on: Firecrawl /search response parsing. The raw HTML hash is stored so we can dedupe and prove a real change.
"aeo tools" · last 14d AIO won 9/14
Apr 22May 06
brand in AIO not in AIO
FEATURE 07 / 11 COMING · WK 5

White-label PDF reports.

Branded with your agency logo, primary color, and subdomain. Email-ready as a PDF. Send weekly digests to your clients without them ever seeing our brand.

Built on: HTML template rendered to PDF via wkhtmltopdf in a sidecar container. No third-party SaaS dependency.
ACME Agency
Weekly Digest · W19
Linear.app — AEO Performance
May 06, 2026 · prepared for [email protected]
CHATGPT
68%
GEMINI
54%
AI OVERVIEW
82%
your-agency.aeoniti.comyour colors · your logo
FEATURE 08 / 11 COMING · WK 5–6

REST API + Webhooks.

Every dashboard metric is also a JSON endpoint. Per-key scopes (read, write). Per-key rate limits. One-click revoke that takes effect within 60 seconds globally. Webhook on rank-drop, top-3 entry, AEO-score-drop, AIO-won, AIO-lost.

Built on: Axum REST handlers; HMAC-signed webhook delivery with automatic retry and dead-letter logging.
api / v1 / aeo-score (sample shape) in design
$ curl -H "X-Api-Key: ak_live_..." \
  https://api.aeoniti.com/v1/aeo-score?domain=linear.app

{
  "domain": "linear.app",
  "scores": {
    "chatgpt":     0.68,
    "gemini":      0.54,
    "ai_overview": 0.82
  },
  "delta_7d": +0.12,
  "rank_pct_in_vertical": 78
}
FEATURE 09 / 11 LIVE

Citation Readiness — 6 signals per URL.

Citation Readiness runs your top buyer-intent URLs through Ollagraph and scores each on heading hierarchy, snippet shape, freshness, snippet candidates, security headers, and uptime. Per-URL fix list, not a brand-level vanity score. Persist-then-render means the tile loads in 0.87s after the first scan.

Built on: Ollagraph — our own crawl backend. The orchestrator picks the top-10 buyer-intent URLs from page_inventory, scores them, and caches the result for sub-second re-reads.
networkershome.com · /ccie-rs-bootcamp Grade C · 65
Heading hierarchy82
Snippet shape78
Freshness (last-updated)22!
Snippet candidates68
Security headers90
Uptime99
Gap: zero outbound links + no last-updated date. Two-line fix.
FEATURE 10 / 11 LIVE

Brand Perception — how each engine frames you.

Citation count is half the story; narrative is the other half. The Brand Perception tile surfaces how each engine frames your company across thousands of probe runs — whether ChatGPT describes you as "a Cisco training institute" or "a CCIE bootcamp", and whether that framing has drifted week over week.

Built on: per-engine LLM classification of every answer body that mentions your brand. Drift surfaced as a week-over-week diff on the canonical phrase set.
Brand framing · last 7d 2 drifted
ChatGPT (GPT-5.4-nano)
"a CCIE bootcamp run by Cisco-certified instructors"
stable · 14 of 18 mentions
Gemini (3.5 Flash)
"an Indian Cisco training institute"
drift · was "CCIE bootcamp" last week
Google AI Overview (Perplexity Sonar)
"a CCIE certification bootcamp in Delhi"
stable · 9 of 11 mentions
FEATURE 11 / 11 LIVE

Hallucinations + Contradictions.

Statements where an engine asserts something about your brand that contradicts your site — wrong founding year, wrong product list, wrong pricing. The Contradictions panel flags where two engines disagree about you. Both update on every fresh pull. Copy-pasteable fix list.

Built on: cross-reference between each engine's claim set and the canonical facts scraped from your site. Engine-vs-engine disagreement detected on the same canonical phrase set.
This week · 4 items 2 high
HALLUCINATION · Gemini (3.5 Flash)
"founded in 2014" — your About page says 2008
CONTRADICTION · ChatGPT vs AI Overview
ChatGPT says "starts at $499", AI Overview says "starts at $799"
HALLUCINATION · ChatGPT (GPT-5.4-nano)
Claims you offer a "CCNP Wireless track" — not on your courses page

Six live today. Five coming in the next 5 weeks.

We ship in public. The changelog is the receipt.

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