AI Recommendation Intelligence for DevTools & B2B SaaS
When a CTO asks ChatGPT "best transactional email API" or "Notion alternative for engineering teams", your product either shows up in the answer — or your competitor does. Aeoniti runs buyer-intent probes across ChatGPT, Gemini, and Google AI Overview and shows you exactly which.
The metric no one else measures
Most "AI visibility" tools tell you whether a model cited you. We measure the asymmetry between AI using your content as a source and AI naming your brand in the answer. Two opposite problems, two opposite fixes — and your dashboard tells you which one is yours.
Real numbers from real customers we ran the pipeline on this week. Profound, Otterly, Ahrefs Brand Radar — none of them measure the signed gap. You can prove this yourself in the first five minutes.
Built for shipping teams, not marketers
Three AI engines that move buying decisions. One probe-set per product category. Auto-discovered competitors. Customer-triggered pulls — no surprise bills. Five minutes from sign-up to the first surprising insight. Built for founders who care about engineering buyers — not for marketing teams chasing soft metrics.
Why we built it
Every brand we worked with had a rank tracker for Google. None of them had anything for ChatGPT, Gemini, or Google AI Overview — even though that's increasingly where their customers were going.
So we'd open three tabs. Ask the same question across three engines. Copy the answers into a spreadsheet. Try to remember what last week looked like. It was the worst kind of work: tedious, important, and impossible to do consistently.
Aeoniti is what we wished existed.
One dashboard.
Every assistant.
Calm, sourced, honest.// the only promise we make
What you get
No "modules." No upsell tiers hiding the headline features. Everything in this grid is wired into the dashboard and the API right now — measured on real customer domains this week.
Most tools tell you whether your URL was cited. We tell you which direction the gap runs: Attribution Loss (your URL was cited but your brand wasn't named in the answer body) vs Click Loss (your brand was named but no URL was attached). Networkers Home runs +28pp Attribution Loss this week; Resend runs −76pp Click Loss. Different problems, opposite fixes.
Domain authority without the Ahrefs tax. We query Common Crawl's full domain graph — 124.6M domain vertices, 4.76B edges, with PageRank and harmonic centrality precomputed — through ClickHouse. Lives next to your AEO data.
Anchor-text distribution from Common Crawl WAT files. Which anchor texts point to your domain — exact-match brand, generic "click here", topical keywords, naked URL. Same view Ahrefs sells in their Anchors report. Inside Crawlability, free on every paid tier.
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.
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.
Every fresh scan is customer-triggered: you press Refresh, or your API client POSTs to
/v1/reports/{id}/refresh. We never run a background timer against your domain. Your
tier gives you a monthly pull pool: 1 / 5 / 50. When you've used your quota,
cached reads still return in 330ms; fresh pulls resume next month.
Every agency has a hard daily LLM spend cap: $0.50 (Solo) / $1.50 (Studio) / $5.00 (Agency) / $15.00 (Pro Agency). When the cap is hit, fresh scans queue until next UTC midnight; cached reads keep flowing. No overage charge.
We proxy Google's AI Overview through Perplexity Sonar — the same brand-mention coverage as DataForSEO's
serp/ai_mode/live at roughly a quarter of the cost. Your AI Overview tile shows whether Google's
AI panel cites you, who else it cites, and the per-query competitor overlap.