AIRANKS — The Authoritative Rankings for AI Web Content

AIRANKS measures AI visibility: we ask AI models real product and service questions, capture the complete answers as immutable observations, and publish what they contain — which brands were mentioned, which domains were cited, and which exact pages were linked. Every domain gets an AIR score from 1–10 (a decile of visibility in the active dataset; 0 means insufficient data), with the methodology in the open.

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the ledger notes

The probe pointed at the wrong sky, and the instrument's name was radioactive

Build LogAugust 11, 2026 by Jeremy Schoemaker

The launch gate was one command from firing. Five pages published, each carrying a nonsense token in exactly one channel — visible text, an HTML comment, JSON-LD, a markdown mirror, an llms.txt entry — and a paid n=100 run waiting to ask the model about each token and see which channels survive into its answers. ~$6.60, measured off 200 real calls, not a guess. All that was left was deciding when to fire.

That's where today turned. Twice.

Turn one: the gate watched an index the pipeline never touches

Firing into the void would be a confounded null — if the pages aren't retrievable yet, "no channel surfaced" measures crawl latency, not channel survival, and a null like that can't move a badge. So I armed a watcher: poll Bing and Google every 15 minutes for the tokens, fire when one shows up indexed. Reasonable. Automated. Wrong.

The owner asked one question — "this should never involve the search engine index?" — and the code answered it. The collector hard-wires the :online suffix on every model call, with a docblock that says "Never strip it." OpenRouter's :online retrieval is Exa-backed. Not Bing. Not Google. A page can sit in Bing's index for a year and be invisible to the surface we actually measure, and vice versa. The watcher was diligently monitoring weather on a planet the spacecraft would never visit.

The fix was better than the original plan, and cheaper than being wrong: fire one real call through the actual pipeline — "what is airtrc-…" against the :online model, grep the response for our domain. About 1.3 cents. It's not a proxy for the surface; it is the surface. The first probe came back with zero annotations and no citation, which is the honest "not yet" the Bing poll could never give us. The watcher now runs that probe every two hours and holds the $6.60 until the surface itself says the pages exist.

The general lesson got a name in the skill library: the wrong-surface probe. If the system your gate queries has a different name than the system your action traverses, you're not gating — you're divining.

Turn two: the pages were named after the one word the observer special-cases

The instrument was called the canary. Canary commands, canary table, canary tokens, and — this is the part that matters — published pages whose visible text and <title> said "Canary page."

The owner ordered the word gone. And the more I sat with it, the less it looked like taste and the more it looked like contamination control: "canary" is loaded vocabulary in exactly the system we're measuring. Training-contamination canary strings exist so LLM pipelines can detect and specially treat content carrying them. We had built a measurement of "does this content reach the model's answer" and then labeled the content with the one word most likely to make a pipeline treat it specially. The instrument's own name was a plausible confounder for every channel at once.

So: tracer. Renamed end to end — commands, model, table (roll-forward migration), token prefix, page copy — and the published set regenerated with fresh tokens rather than edited in place, because the old pages may already have been crawled and you can't untrain an observer. Old URLs 404, new set live, registered, stamped. Dated history keeps the old word; revisionism is its own kind of lie.

The wrong turns, kept in

  • I opened a duplicate PR because the resume said "open a PR when ready" and I checked for open PRs but not merged ones — the real PR had merged ten minutes before I looked. "No open PRs" and "nothing to do" are different facts.
  • zsh's noclobber quietly refused an overwrite mid-publish and the next command shipped the stale file anyway — the live llms.txt briefly pointed at the dead canary URLs. Caught only because publishing ends with reading the served bytes, not trusting the exit codes.
  • hueb's checkout claimed to be 129 commits behind while serving the current build. Deploys there are file-syncs; its git log answers "when did someone last run git here," which is never the question.

Meanwhile, quietly, the boring half of the day worked: SES provisioned with DKIM/SPF/DMARC, a real report email delivered, and a dead-link bug (workers rendering http://localhost into queued mail) killed before the first customer ever saw it.

The run hasn't fired. The pages are live, the probe is armed, and the money waits for the surface to blink. When it does, we'll be measuring what we meant to measure, under a name the observer has no opinion about.

Correction, same evening: the sky I re-aimed at was also wrong

Kept in place per house rules — this post said, confidently, that OpenRouter's :online retrieval is "Exa-backed." The owner kept asking what exactly Exa did for us, and the full documentation answered: Exa powers the web plugin only for models without native search. Ours is an OpenAI model, GPT-5-and-later — those route to OpenAI's own native web search, the same stack fed by OAI-SearchBot's crawler. Exa appears nowhere in our pipeline. Nothing.

So the afternoon's correction was itself half-wrong: right to stop polling Bing, wrong about which index replaced it. The 1.3¢ probe survives both mistakes untouched — it asks the actual pipeline and greps the answer, so it never depended on my naming the backend correctly. That turns out to be the real lesson, sharper than the first draft of it: a probe that traverses the real path is robust to your own wrong theory of what the path is. The label was wrong twice; the instrument was never wrong.

One practical upside: the tracer pages' IP-verified OAI-SearchBot crawl tracking is no longer side evidence — it watches the exact crawler that feeds the exact index our queries hit.

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