Bayesian & Priors

BayPri Snapshot

See where AI assistants stop recommending you, in one page.

Free just your email

A free one-page report card showing whether AI assistants recommend your business.

  • BayPri Score, one-time indicative reading
  • Scorecard across all 10 ranking factors
  • Your top 3 gaps, with pointers
  • Monitors Google AI Overviews

Request your free Snapshot

Tell us where to look. We run your site through the 10-gate methodology and send back a one-page report card.

What arrives in your snapshot

  • EvidenceVerbatim assistant outputs

    Microsoft Copilot, ChatGPT, and Perplexity answers for two representative buyer queries, quoted verbatim.

  • Scorecard10-gate DSCRI-ARGDW scorecard

    Every gate scored 0 to 5 with cited evidence, rolling up into a BayPri Score with one of five named bands from Citable Authority to Invisible to AI Search.

  • VerdictTop three gaps

    The three gaps costing the most citability, with a recoverable-value statement and remediation pointers.

From URL to snapshot

  • 01 · SubmitSubmit a company URL through the free Snapshot form.
  • 02 · Scan and queryThe pipeline scans the site and runs each buyer query three times across three assistants.
  • 03 · ScoreThe rubric scores all 10 DSCRI-ARGDW gates with cited evidence.
  • 04 · DeliverA one-page PDF arrives by email with a shareable permalink.

How a snapshot reads

The headline is a BayPri Score with a named band. The band is the one-glance verdict; the gate scores underneath explain it.

Example BayPri Snapshot report for an anonymized company, Northwind Components: a composite score of 60 out of 100 in the Findable but Underweighted band, a two-tier gate scorecard, and three recommended moves. Illustrative methodology sample.

01 What the BayPri Score is

The BayPri Score is a rating, not a tool, not a scan, and not an audit grade. The word matters. A rating implies a transparent methodology, an independent assessor, a named scale with disclosed bands, and a confidence band on the result. The BayPri Score is built on all four.

Three properties distinguish it from existing AI search visibility numbers:

  1. Outcome-anchored. Gate 10, Weighted Citability, is measured from actual ICP queries run against ChatGPT, Perplexity, Microsoft Copilot, and other agents. Gates 1 through 9 are predictors that explain why Gate 10 lands where it does. Predictor gates and the measured outcome must agree, and divergence between them is itself a diagnostic signal.
  2. Vertically calibrated. What counts as “strong reputation” or “current content” differs across Industrial, B2B SaaS, Professional Services, and Healthcare. The rating selects a Vertical Profile and scores against that vertical’s canonical channels, not a one-size-fits-all checklist.
  3. Reliability disclosed. Every score reports how many of the 10 gates were assessable, what confidence the operator placed on each, and which reliability tier the snapshot ships at (Standard, Preliminary, or unable to ship). The number on the cover is never the only thing the report says.
  • 1Page. The whole verdict
  • 10Gates scored 0 to 5
  • 3AI assistants tested
  • Samples per query, per assistant

Illustrative example: a score of 67 sits in the Findable but Underweighted band. Foundation gates likely passing; the advanced gates are where the gap lives.

About the BayPri Snapshot

The BayPri Snapshot is a free one-page diagnostic by Bayesian & Priors that converts any company URL into a verdict-bearing assessment of how AI assistants see the company. Each snapshot includes verbatim Microsoft Copilot, ChatGPT, and Perplexity outputs for representative buyer queries, a 10-gate DSCRI-ARGDW scorecard rolling up into the BayPri Score with one of five named bands from Citable Authority to Invisible to AI Search, the top three gaps, and a recoverable-value statement.

Last updated: 2026-07-16

Frequently Asked Questions

What is the BayPri Snapshot?

The BayPri Snapshot is a free one-page diagnostic that scores how well AI assistants extract and recommend a company when buyers ask category queries. It is a product of Bayesian & Priors and is available at no cost.

What does the snapshot show me?

Each snapshot includes three components: verbatim outputs from Microsoft Copilot, ChatGPT, and Perplexity for two representative buyer queries, a 10-gate DSCRI-ARGDW scorecard with 0 to 5 scores per gate, and a top-three-gaps section with a recoverable-value statement and remediation pointers.

How long does a snapshot take to generate?

Generation typically completes in one to five minutes. The pipeline runs site scanning, executes three sample runs of each buyer query against three AI assistants, applies the rubric to all 10 gates, generates the narrative, and renders the PDF. Results are delivered by email with a shareable permalink.

Which AI assistants does the snapshot test?

The snapshot tests Microsoft Copilot, OpenAI ChatGPT, and Perplexity by default. Each query is sampled three times per assistant to account for output non-determinism. Anthropic Claude and Google Gemini are planned for later phases. Coverage will expand as new assistants gain meaningful buyer adoption.

What is the DSCRI-ARGDW 10-gate scorecard?

DSCRI-ARGDW is the 10-gate pipeline that AI assistants traverse when finding, processing, and selecting content for buyer queries. Foundation gates: Discovery, Structure, Content, Reputation, Infrastructure. Advanced gates: Authority, Recency, Granularity, Differentiation, Weighted Citability. Each gate is scored 0 to 5 with cited evidence.

How is this different from a traditional SEO audit?

Traditional SEO audits score discoverability and ranking for Google. The BayPri Snapshot scores whether AI assistants will extract and recommend the company in agentic interfaces. The advanced gates (Authority, Recency, Granularity, Differentiation, Weighted Citability) cover terrain that most SEO toolkits do not score yet.

How much does a snapshot cost?

The Snapshot is free. Share your work email and a website domain and we send back a one-page report card. For more depth, the Gap Report, Audit, and monthly Basic, Pro, and Agency plans add detail and ongoing monitoring.

When can I use the snapshot?

You can request one now. Submit your work email and website domain through the Snapshot form and the report card is delivered back to you by email.

Who built the BayPri Snapshot?

The BayPri Snapshot is a product of Bayesian & Priors, founded in 2025 by Andres Plashal. It applies the same DSCRI-ARGDW pipeline that produces the BayPri Score.