What is the difference between CHOIVE and Otterly.AI?

Otterly.AI monitors brand mentions and citations in AI search over time. CHOIVE is a point-in-time diagnostic that reports separately attributed recommendations from Claude, ChatGPT, Perplexity, and Gemini, scores four public-evidence pillars, and gives prioritized fixes. Monitoring tracks mentions; a diagnostic explains one run and what to do next.

Is being mentioned in AI the same as being recommended?

No. A brand can be mentioned without being the answer a buyer is told to choose. CHOIVE focuses on the selection moment — whether AI recommends you — requires consensus before naming a winner, and shows the evidence behind the result rather than counting mentions.

Is CHOIVE a cheaper alternative to Otterly.AI?

They serve different stages. CHOIVE’s diagnostic is free and its full Report is a one-time $499, built to tell you where you stand and what to fix. Otterly.AI is a recurring subscription for ongoing monitoring. Many businesses need the diagnostic before continuous monitoring is worthwhile.

Honest comparison

CHOIVE vs Otterly.AI: which one do you actually need?

Otterly.AI is an AI-search monitoring tool that tracks how brands are mentioned and cited in AI answers. CHOIVE runs a focused, point-in-time diagnostic of whether AI recommends you, with the evidence behind the score and what to fix. Monitoring and diagnosing solve different problems.

The short version: choose Otterly.AI when you want to monitor brand mentions and citations in AI search over time. Choose CHOIVE when you need a one-time, evidence-based answer on whether AI recommends you today, why, and what to improve first.

Two different products for two different moments

Otterly.AI is built for monitoring: tracking prompts, brand mentions, and citations across AI search so you can watch them over time. It suits teams that already run an AI-visibility program and want ongoing signal.

CHOIVE is built for diagnosis. It asks Claude, ChatGPT, Perplexity, and Gemini separately whether they recommend you, inspects public evidence, scores Clarity, Trust, Difference, and Ease, and returns prioritized fixes and ready-to-use assets from a single run.

Being mentioned is not the same as being the recommendation. CHOIVE focuses on the selection moment — who AI actually recommends — reports the response recorded during that run, and states plainly where it is uncertain.

Side by side

	CHOIVE	Otterly.AI
What it is	AI selection diagnostic — one-time scored assessment + fix plan	AI search monitoring — ongoing mention and citation tracking
Primary focus	Whether AI recommends you now, why, and what to fix	Brand mentions and citations in AI answers over time
Time to first insight	30–45 seconds, free, no account	Setup, then data accumulates over time
Pricing	Diagnostic free · Analysis $99 · Report $499 one-time	Recurring subscription for continuous monitoring
Best when	You need to know where you stand and what to fix first	You already act on AI visibility and want ongoing tracking
Output	CHOIVE Index score, evidence, prioritised actions, ready-to-use assets	Mention / citation dashboards and monitoring over time

Choose honestly

Choose Otterly.AI if…

You want to monitor brand mentions and citations in AI search continuously
You already know your gaps and want ongoing signal over time
You have someone who will watch and act on the monitoring data
Continuous tracking, not a one-time answer, is your priority

Choose CHOIVE if…

You don’t yet know whether AI recommends you — or a competitor
You want to know who AI recommends, not just where you are mentioned
You want the answer in under a minute, free, with no account
You need an evidence-based baseline and fix plan before monitoring pays off

Can you use both?

Yes, in the right order. Run CHOIVE first to learn whether AI recommends you, understand the evidence, and close the foundational gaps. Once there is a program worth watching, a monitoring tool like Otterly.AI can track mentions and citations over time. Diagnose and fix first; monitor when there is something worth monitoring.

How CHOIVE makes the comparison

CHOIVE separates three things that are often mixed together: what each AI provider recommended during the run, which company is the closest verified purchasing substitute, and how strong the subject business’s own public evidence is. The CHOIVE score is calculated from the subject business evidence, not from whether an AI provider happened to recommend it. The complete process and limitations are published in the CHOIVE methodology, and the principles behind it in the CHOIVE Methodology.