# Make AI discovery measurable.

> Learn why Virent connects human analytics, AI crawler activity, LLM visibility, prompts, citations and outcomes.

Canonical: https://virent.app/about
Last updated: 2026-07-29

A telemetry-first platform that connects human analytics, AI crawler activity, LLM visibility, prompts, and citations.

## AI discovery fragmented the website analytics story.

Web analytics starts when a person arrives. Server logs show machines but not the answer environment. Visibility scores hide the prompts beneath them. Teams are left with separate questions:

> Virent brings those observations into one investigation without pretending they are interchangeable.

- **Did an AI crawler reach the page?** Answered in Analytics / Crawlers: Crawler requests captured on the server, by route and response status.
- **Did the brand appear in the answer?** Answered in Visibility / Answers: Preserved answers, with the brand's mention and position where it appears.
- **Which source did the answer cite?** Answered in Visibility / Citations: The sources each monitored answer cited, the brand's own among them.
- **Did a measurable visit follow?** Answered in Analytics / AI referrals: A visit with a detectable AI referrer, and the goal it reached.
- **What changed after the team acted?** Answered in Visibility / Runs: Run-to-run differences after a dated change, kept as an association.

## Telemetry first. Claims second.

A summary metric should lead back to the evidence that produced it:

- request-level crawler activity;
- repeatable prompt and provider scope;
- preserved answers and citations;
- pageviews, sessions, events, and goals;
- before-and-after comparisons;
- explicit labels for direct, inferred, and unknown.

## Start simple. Add fidelity when the question changes.

Begin with URL-only visibility monitoring. Add Human Analytics for on-site behavior and goals, and AI Crawler Analytics for server-side request evidence. No one needs every data path enabled to get a useful first measurement.

## Who Virent is for

### Growth teams

Connect measurable acquisition to the broader AI discovery environment.

### Content teams

Turn answer, citation, and page evidence into focused editorial hypotheses.

### SEO teams

Separate crawler access issues from visibility and source-selection questions.

### Digital marketing teams

Measure brand and competitor presence with attributed outcomes kept distinct from inferred influence.

## Human approval, not autonomous website control.

Virent measures, connects, and helps teams prioritize. Content Agent can draft articles from observed gaps, but nothing is published to your site without a person approving it, and Virent never makes silent changes. It cannot guarantee that a provider will crawl, mention, cite, or refer to a brand. You own the decision and the change.

## Operating principles

### Keep evidence attached

Preserve prompts, answers, sources, requests, pages, events, and time context behind the summary.

### Name uncertainty

Distinguish direct observation, responsible inference, and unknowns.

### Collect with purpose

Enable the minimum instrumentation required by the measurement plan.

### Explain in plain language

Make the product accessible to non-technical teams without hiding important technical boundaries.

### Validate after action

Use the same evidence set before and after a change.