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Ansengine vs Peec AI
Peec is a well built analytics layer, and by its own statement it stays one: the platform does not write or publish content. It is genuinely good at monitoring. The differences below are about what a monitor cannot do, and about how its numbers are made.
Facts as of September 20, 2026, from Peec AI’s public pages and a hands-on product walk. If something here is outdated, tell us and we will fix it.
Where Peec AI is genuinely strong
- · An unusually capable MCP server: 92 tools, 50 read and 42 write, hosted over streamable HTTP, with writes gated behind organization owner access and a client confirmation before anything destructive runs.
- · Unlimited team users on every brand plan and unlimited client seats on every agency plan, with no fee per seat. A real advantage over most rivals.
- · Crawl Insights reads your own server logs: visits, active bots, a failure rate across 4xx and 5xx, and a breakdown by bot, folder and URL.
- · Actions on every plan at no extra cost, grouped into Site audit, Owned and Earned, each carrying the page URL, the evidence, a brief, a step list and a five level impact rating.
The differences that matter
| Dimension | Peec AI | Ansengine |
|---|---|---|
| Sample size | Each prompt runs once per model per day, and every metric page defines its number as a percentage or an average with no n beside it. No confidence interval, variance or significance test appears anywhere; a change is a coloured arrow and a raw delta. | Repeated runs per prompt with the n shown on every rate, plus a Wilson interval, so you know which movements are real. |
| The Position metric | Position is average rank by order of mention, averaged only over the responses where your brand already appears. A brand visible in 1 of 100 answers can display a flattering 1.0. | No rank for AI answers at all, by published policy: named, cited, and supported rates with denominators instead. A rank without its denominator is how invisible brands look like winners. |
| Share of voice | Share of voice is your mentions over the mentions across the brands you chose to track, and their own share of voice page and metrics overview disagree on whether untracked brands count at all. | Share of appearance over every brand the engines actually named in the stored answers. |
| Data collection | Browser scraping of logged out chat interfaces for most engines. Their model channels do name the surface, for example ChatGPT UI against Perplexity API. | API surfaces and the consumer ChatGPT web surface measured separately, because our own study found they recommend almost entirely different providers. Both labeled. |
| Attribution | AI Referrals reads a GA4 property over Google OAuth for sessions, engagement, conversions and revenue by landing page and assistant. What is missing is the join from an answer to a lead: the plan table lists a visibility lift analysis that no documentation describes, and there is no control arm. | Three labeled tiers: self-reported leads joined to the prompts where you were the named answer in the 28 days before they arrived, GA4 AI referral clicks and conversions, and presence movement with its interval. Plus canary phrases for provable citations. |
| Fixes and execution | Actions carry a content brief and an outline, and the agent drafts fact statements, but Peec states the platform itself does not write or publish content. The WordPress plugin only ships access logs into Crawl Insights. | Page-level fixes grounded in verified facts, drafts through a quality gate, approval-gated publishing, and a before/after verdict per fix. |
| Pricing mechanics | Starter is $95 a month for 50 prompts, 1 project, 1 country and 3 active models chosen from the 6 available; a fourth model is $35 a month more. Their own pages state that Starter as $95, as EUR 89, as EUR 85 and as roughly $85 to $103. The API docs say Enterprise only, the agency page says Essential and above, and the agency documentation says Scale and above. | From $79/mo, the same base engines on every plan counted honestly, API and MCP included from the $79 tier up. |
The honest verdict
If all you need is a tidy monitor and you are comfortable with n=1 measurements presented without intervals, Peec is one of the better monitors. If you need to know which movements are real, what to fix, and which leads AI actually produced, a monitor cannot answer that, and Ansengine is built to.
The cheapest way to decide: run the free report on your own domain and judge the numbers, intervals included.
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