AICV · In Plain Language

How we
do this

AICV researches the Coachella Valley's businesses and institutions, measures what its published checks can read, and makes the findings available to people and assistants. We record the method and date so a reader can distinguish an observation from an interpretation. Our checks do not reproduce every assistant's search, ranking or recommendation process.

Step One

We define the scope, then count what we find.

We define a category and its geography, then research every business we can find within that scope. Each report states its inclusion rules, exclusions and coverage. The published method records what was visible during the inspection, including missing information and failed requests. A fetching check and a rendering browser can see different things; neither represents every AI service.

This isn't advertising, and it isn't a paid directory. No one's placement is for sale. AICV is a dynamic map and knowledge graph of the Coachella Valley's businesses, built for one purpose: so the desert can be seen and discovered by the AI agents already reading the web.

Step Two

We come back and measure again.

A single measurement tells you where things stand. A second one tells you what moved. Where we run a remeasurement, we return to the same businesses with a comparable method and record what changed. In our first re-measurement, in July 2026, about one business in nine had changed what a machine sees within a week of the first reading. Websites change hands, start blocking the systems trying to read them, or go dark — and most owners never find out. Coming back is how we catch it.

Read the report: Measured Twice →
Step Three

When something's wrong, we fix it — and say so.

We make mistakes. A business counted twice, a city recorded wrong, a number that didn't hold up on a second look. When we find one, we fix it, date the correction, and leave a note saying exactly what changed. Nothing is quietly rewritten. If a report gets revised, the new version says so at the top and shows the old numbers beside the new ones — so you never have to wonder whether what you read last month still stands.

Step Four

We publish what we find — dated, with the work shown.

Every report we publish carries its date, and every number in it says what it was counted against — never "most restaurants," always "201 of the 707 we could check." What we measured is kept separate from what we think, and both are kept separate from what we couldn't determine. The records behind every figure are preserved.

This page is the plain-language version. The detailed version — how a business enters the count, what gets verified versus observed, and why inclusion is never for sale — is published as a standing reference: AICV Methodology: The Agent-Mapped Census.

Publication and upkeep

Quarterly perspective. Ongoing regional records.

State of AI reports follow a quarterly editorial cadence, published after the quarter closes and sources are reviewed. Category censuses and remeasurements publish when the research is ready. Briefs are ongoing sourced notes, with no daily publication promise.

Regional nodes have a rolling 30-day review target. Their source-check dates move only after a real check; the existing 90-day verification expiry remains a backstop. Business previews retain their own measurement dates. This is not a promise to remeasure every preview each month.

Read the reports, browse the regional nodes, or connect a compatible assistant.

Why This Matters to You

Local context helps people and assistants choose.

An assistant may learn about a business from its website, booking platforms, maps, publications or other sources. A blocked business website does not mean the business disappears from every answer. AICV contributes dated local research, fit and constraints to that picture, with official links for the next step. We publish the evidence; outside services decide whether to use it.

Agent Preview

See what an AI agent sees when it reads your business today. Free — no account, nothing stored.

See how an agent reads you →
Agent Ready

We publish your public, agent-readable business profile and deliver a private review of what to improve. $500, one-time.

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AICV is a product and service of SunshineFM LLC.

AI Coachella Valley

AICV Terms of Use

Last updated: April 27, 2026

The AICV Agent Preview is a free, experimental diagnostic provided by AI Coachella Valley, a product and service of SunshineFM LLC, operating in Riverside County, California.

No Account. No Cost. No Data Stored.

This tool requires no registration, login, or payment. URLs you submit are processed in real time and are not stored, logged, or retained by AICV. We do not collect personal information through this tool.

How It Works

Your submitted URL is passed to a third-party AI model (Anthropic Claude) via a Cloudflare Worker. Results are generated automatically and returned directly to your browser. AICV does not retain your query or output after your session ends.

For Informational, Experimental, and Entertainment Purposes Only

Results produced by this tool are AI-generated and provided strictly for informational, experimental, and entertainment purposes. They do not constitute professional SEO, legal, technical, marketing, or business advice of any kind. AICV makes no representations or warranties — express or implied — regarding the accuracy, completeness, reliability, or fitness of results for any particular purpose. Always verify findings independently and consult qualified professionals before making decisions based on tool output.

No Legal Recourse

By using this site, you acknowledge that AICV, the Desert Community Foundation, and their respective officers, volunteers, and affiliates shall not be liable for any decisions made, actions taken, or outcomes arising from your use of or reliance on site content. Use is entirely at your own risk.

Acceptable Use

Only submit URLs you own or have permission to analyze. Do not use automated tools to submit queries in bulk. Do not attempt to exploit, reverse engineer, or abuse the service.

Changes

We may update this site and these terms at any time without notice. Continued use constitutes acceptance of any changes.

Governing Law

These terms are governed by the laws of the State of California. Any disputes shall be resolved in Riverside County, California.

Contact

Questions? Reach us at sat@aicv.co