Bindfort/AI visibility intelligence

AI visibility / methodology only

AI Visibility Methodology — No Live Benchmark Published

Bindfort does not currently publish live AI-provider benchmark results. Provider connections are not configured, scheduled runs are paused, and no fixture-derived score, ranking, citation rate, trend, or recommendation is presented as a measurement. This page documents the intended method and the public discoverability work that exists today.

Planned private benchmark methodology

If provider connections are approved and configured, a fixed set of discovery, comparison, and security questions can be evaluated across supported AI search providers. The intended private system would record whether Bindfort is mentioned, whether a public Bindfort page is cited, the apparent position, and whether the description matches approved public product facts.

Those fields describe a future measurement process, not current results. Any future aggregate trend or content-gap recommendation must be based on timestamped live runs and clearly labeled with its providers, scope, and collection date. Raw provider responses would remain private because they can contain unrelated or sensitive material.

  • No live score, ranking, citation rate, or provider comparison is published today.
  • No deterministic fixture is used as evidence of real-world AI visibility.
  • Future results must identify provider scope, collection time, and scoring method.
  • Raw prompts, answers, credentials, and private recommendations remain non-public.

What is actually public today

AI crawlers can access Bindfort’s homepage, category explanations, technical guide, research, security posture, legal pages, sitemap, and concise llms.txt index. These surfaces contain only public positioning, verified capabilities, transparent limitations, and links to public evidence.

There is no public benchmark dashboard. The former fixture-based development dashboard and its route have been removed. Live reporting remains unavailable until authenticated access, protected storage, server-only provider execution, budget controls, credentials, and an approved measurement cadence are configured.

Verified today and clearly separated from roadmap

Verified today
  • A public methodology page that publishes no provider scores or fixture-derived findings.
  • No public or development dashboard route rendering deterministic benchmark fixtures.
  • Public crawler access, category pages, structured metadata, and content indexes.
  • Server-only provider boundaries that never place credentials in browser code.
  • A paused, authenticated server-only runner that returns no result when providers are unconfigured.
Roadmap
  • Activate scheduled provider runs after Secret Manager credentials are supplied.
  • Add protected historical storage, retention controls, and budget alerts.
  • Publish only reviewed, timestamped aggregate reporting with explicit methodology labels.

Clear answers for evaluation

Are any Bindfort AI visibility scores live measurements?

No. Bindfort currently publishes no AI visibility score, provider ranking, citation rate, benchmark trend, or recommendation derived from live provider runs. Fixture-based dashboard views have been removed rather than presented as measurements.

Does this page expose benchmark prompts or provider answers?

No. This production page explains intended methodology and current status but does not publish raw prompts, raw answers, credentials, internal recommendations, or operational details.

Does llms.txt guarantee AI visibility?

No. It provides a concise public index for systems that choose to read it. Crawl access, clear content, structured metadata, useful evidence, and external citations remain more important.

Can Bindfort guarantee inclusion in AI answers?

No. Bindfort can improve crawlability, clarity, evidence, and measurement, but each provider independently decides what to retrieve, rank, cite, or recommend.