Comparisons · October 12, 2026 · 8 min read
Peec AI vs Otterly.AI vs CitePrism: An Honest Three-Way Comparison
Three self-serve AI visibility trackers compared on method, transparency, engine coverage, cost model and guidance, including the rows where each competitor wins.
Peec AI, Otterly.AI and CitePrism are three self-serve tools a small team is likely to shortlist for tracking how AI assistants talk about a brand. All three are self-serve, all three sample the assistants with a prompt set on a schedule, and all three store the answers. They differ in what you can inspect, how the cost scales, which engines are included at which tier, and whether the tool tells you what to do next.
We build CitePrism, so this is a comparison with an interest. It follows the rule our comparison pages follow: every section names where the other tool wins. This post compares method, coverage and cost model, not sticker prices. Dated prices are on each comparison page.
The short version
| Peec AI | Otterly.AI | CitePrism | |
|---|---|---|---|
| Best for | Marketing teams and agencies who want a polished managed product | The quickest, simplest managed start | Teams who want to audit the numbers and control the cost |
| Raw answers | Stored; metrics trace to saved chats (per a third-party review) | Stored | Stored; every chart clicks through to them |
| Published method | Documented in their own docs | Not published per engine at the time of writing | Every metric definition on the site, cost shown per run |
| Engines | Set per plan, extra engines as add-ons | Core set on every plan, some engines as add-ons | All seven on every plan |
| Cost model | Subscription tiers by prompt count | Subscription tiers by prompt count | Free on your own keys; Pro on ours for $29 a month |
| What to do next | Monitoring first | Monitoring plus workflow marketplace | Gaps, Queries, weekly Opportunities, Monday digest |
The rows are expanded below. Details about the other two tools describe them at the time of writing and will drift; check their sites before deciding.
Where Peec AI wins
Peec AI is the most polished product in this group and it has the best transparency story among the closed tools: per a third-party review, metrics trace back to the stored conversation they came from, which is exactly the right instinct. Third-party reviews also report strong support, sentiment analysis as standard, more than 14 languages and mature agency features. If you want a managed tool that someone else runs and evolves, and subscription pricing by prompt count fits your budget, Peec is a fair choice and we say so on the CitePrism vs Peec page.
The trade-offs to check: how many engines your tier includes before add-ons, which engines are restricted to higher tiers, and whether the tool goes beyond monitoring into telling you what to change.
Where Otterly.AI wins
Otterly.AI is built for the fastest possible start and has the most accessible entry point among the closed tools, with public pricing you can read without a call. It covers Google AI Overviews on every plan, ships features quickly, and has grown without the pressure of a large funding round. If you want to be tracking by lunchtime with a single subscription line item, Otterly does that, and the CitePrism vs Otterly page concedes it.
The trade-offs to check: prompt limits and how tracking a prompt in several countries or extra engines consumes them, which engines are add-ons, and how much of the collection method is documented.
Where CitePrism wins
CitePrism is built around auditability and cost control:
- Every number can be checked. Every chart clicks through to the raw stored answers. Every rate greys out below ten answers instead of dressing up a thin sample. Every metric definition is written out on the site, and the cost of every run is shown next to it.
- All seven engines on every plan. ChatGPT, Claude, Gemini, Perplexity, Google AI Overviews, Google AI Mode and Microsoft Copilot, with no per-engine add-ons and no engine reserved for a higher tier.
- You choose who pays the providers. The free plan runs every engine and every feature on your own API keys, at the providers’ price, with a daily spend cap you set. Pro is $29 a month or $299 a year and runs on our keys with daily usage included. Sampling on your own keys costs on the order of five cents per prompt across the four API engines on default models (measured August 2026); the pricing page works through examples.
- It tells you what to do. Gaps lists the prompts where a rival is named and you are not, with the sources cited. Queries lists the searches the engines ran. Opportunities writes a weekly action list, and a Monday digest sends it by email.
Where we concede: Peec’s polish and support, Otterly’s speed to first result, and the managed feel of both. CitePrism asks you to think about keys and caps in exchange for control over cost, and some teams reasonably prefer not to.
Method and transparency, expanded
All three tools produce numbers the same way in principle: a prompt set, scheduled runs, parsed answers. We explain the whole mechanism in what AI visibility tools actually measure. The practical differences:
- Traceability. Peec (per a third-party review) and CitePrism both let you go from a metric to the underlying answers. Otterly stores full raw answers; ask in a demo whether each metric links to them. That should be table stakes; check that any tool you consider does it.
- Sample-size honesty. Ask each tool what it shows when a prompt has five answers. CitePrism greys the rate out. Whatever the answer, you want it visible.
- Documentation. A tool that publishes how each engine is read and how each metric is computed can be audited. A tool that does not is asking for trust.
Engines and surfaces, expanded
ChatGPT, Claude, Gemini and Perplexity have APIs. Google AI Overviews, Google AI Mode and Microsoft Copilot do not, so reading them means reading the product itself, and coverage of those surfaces is where tools differ most and change most often. CitePrism includes all seven on every plan, and can read ChatGPT, Gemini and Perplexity from the consumer apps as well as the API so you see the answer a person sees. For the other two, the honest advice is to read their current engine list on their site the week you decide.
Cost, expanded
Subscription tiers by prompt count are simple to budget and hide the API cost inside the price. Bring-your-own-keys exposes it: you pay the providers directly and see the cost of each run. For small prompt sets that exposure is cheap; for large ones it lets you tune models and schedules to control it. Neither model is wrong. Pick the one that matches how you want to budget, and check the prompt-limit rules on any tier-based plan, because per-country and per-engine multipliers can move the effective price well past the headline.
How to choose
- Will you show these numbers to someone who might challenge them? Then traceability to raw answers is the first requirement. Peec (per a third-party review) and CitePrism offer it; ask Otterly to show it in a demo.
- Do you want the tool to run itself? Then a managed subscription (Peec or Otterly) is the lower-effort path.
- Do you need all the engines, including Claude and the Google surfaces, without add-ons? Then compare the engine rows carefully; CitePrism includes all seven on every plan.
- Do you want to be told what to change? Then look for gaps, cited sources, engine searches and an action list, not just charts.
Whatever you pick, measure your brand by hand once first. It takes an afternoon and it makes every tool demo easier to evaluate.
FAQ
Can I migrate from Peec or Otterly to CitePrism?
Your prompt set is the portable part. Recreate the questions you track (the onboarding wizard proposes a starting set from your URL), add the same competitors, and after a couple of weeks of scheduled runs you have comparable trend lines. Historical numbers do not transfer between tools, because each tool’s prompt set and detection rules differ.
Why does this comparison not quote competitor prices?
Because they change, and this post compares method, coverage and cost model rather than sticker prices. Our roundup of AI visibility tools lists dated list prices with sources. Each vendor’s pricing page is the source of truth.
Which of the three is cheapest?
It depends on your prompt count, engines and countries. On your own keys, CitePrism’s free plan costs only what the providers charge, on the order of five cents per prompt across the four API engines (measured August 2026). On a subscription, the effective price depends on how the tier counts prompts, engines and countries, so compute your own scenario on each vendor’s page rather than trusting a headline number.
Do all three cover Google AI Overviews?
At the time of writing, all three cover Google AI Overviews. Otterly includes it on every plan; on Peec it is one of the three engines you pick (third-party review, June 2026). Coverage of surfaces without a public API changes often, so confirm on each vendor’s site before deciding.