
avva
Actively maintained
≈ 1visits/mo
Little sign of use · estimate, read Oct 13, 2026
- For
- Professionals and teams who want their AI to check a named expert's past decisions before answering.
- Activity
- Actively maintainedsite updated 4 days ago
- Used for
- check an AI's answer against an expert's past decisions
- see how an expert resolved trade-offs between competing goals
- flag approaches a senior reviewer would not sign off on
- Has an MCP server (1 in the registry)public registry →
- Publishes llms.txt, a file written for AI assistantsavva.chat ↗
- Domain since2026domain registered
- HeadquartersCYper their site
- Trains on your dataNoprivacy policy ↗
- Privacy policy updated2026-10-18privacy policy ↗
“Does avva train a model on my data? No. avva does not train an LLM.”
privacy policy ↗
These are avva's own statements, read from its pages. We did not audit them. A line that is missing was not found on the pages we read; it does not mean the practice is absent.
- MCP serverchat.avva/catalogverified in the MCP registry
- Stateanswers, 2 toolschecked 2026-10-21
- Address to connectavva.chat/mcp-catalog
This card as JSON, for your agent →
Each line is something a program found when it went looking: the registry entry, the server's own answer, a spec that parses. A missing line means we did not find it, not that it does not exist.
Figure and bar: visits/mo, estimate · year: online since
- #1

AIO – AI Integrity OrganizationMCP · open
Publishes open standards and free tools for logging, measuring and comparing how AI systems reach their judgments against declared criteria.
25Active - #2

BrandAuditor
Screens brand names against trademarks, company records, domains, and AI search visibility in India.
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Treyci
Measures how often your brand appears in AI chatbot answers to buying intent questions across ChatGPT, Perplexity, Gemini, and Grok.
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Narron
Measures how AI assistants describe and recommend a brand, tracks changes in those answers, and compares visibility with competitors.
2ActiveFrom $69/mo2024 - #5

Quova AI
Tracks how AI answers mention and recommend your brand against competitors, and which cited pages they draw from.
2From $25/mo - #6

OnsombleMCP · sign-in
Measures how AI assistants describe a brand, comparing their answers, cited sources and visibility across models, regions and dates.
2ActiveFrom $99/mo2026
Not it? Say what you need
betaThree tools from the Atlas for the job you describe, each with what fits and what does not.
No notes yet. What do you use avva for?
Sign in to leave a noteWhat is avva?
Lets an expert's published decision records be checked by your AI assistant before it answers your questions. It is listed in the Atlas under Marketing.
Who is avva for?
Professionals and teams who want their AI to check a named expert's past decisions before answering.
Do people use avva?
Little sign of use: ≈ 1 visits/mo · estimate, 2026-10.
Is avva still maintained?
Actively maintained: site updated 4 days ago.
Does avva train AI on your data?
No, per its privacy policy (2026-10-21): “Does avva train a model on my data? No. avva does not train an LLM.”
Is avva safe?
We do not audit vendors. What avva publishes, read 2026-10-21: on training with your data, “Does avva train a model on my data? No. avva does not train an LLM.”.
What are alternatives to avva?
In Marketing, by use: AIO – AI Integrity Organization, BrandAuditor, Treyci, Narron, Quova AI, Onsomble.
How we read a tool
No votes, no reviews, no vendor claims. Every week a crawler reads each tool's own site and a few public registries, and the words on the card are bands over what it read.
- Use: visits to the site (estimated), installs from npm and PyPI, presence in Chrome's usage report.
- Activity: the newest release on GitHub, npm or PyPI; the newest dated page on the site; open roles on a public jobs board.
- Price: the vendor's own pricing page, read with the date. A figure is printed only when it is on that page.
- The line and the use cases are written by us from the homepage, one tool at a time, and refused when they repeat the vendor's marketing.
How AI assistants read each site — the reading vendors ask us about — is on each tool's own visibility page.
How we read every tool → · By INITE Atlas Desk
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Analytics and ad measurement tell us which pages and which of our ads do their job: Google Analytics and Google Ads, the Meta pixel, Yandex Metrica, and one first-party id of our own. Nothing is stored until you answer, and declining changes nothing about the site.