AGENT · FOUND · BE THE ANSWER WHEN THEY LOOK

FOUND-O: the Opinions agent

Answers the question: Do credible users and communities back us? Measured by: Verified reviews, community sentiment, recency of third-party evidence.

Agent spec · read from the FOUND-O specification

FOUND-OOpinions

Does

Out

You approveStrategist approves decision-grade findings and anything published or sent externally.

Simulation · Example Cyber Co does not exist · 90 days

4 drafts from 6 findings

The spec card is read from the agent's specification. The run card is from a simulation on made-up data; no real company is shown.

How it works

What it does, step by step

The agent prepares. The Strategist agent checks. You approve anything that leaves the company.

Strategist approves decision-grade findings and anything published or sent externally.
Review requests, analyst briefings and outreach are sent only by a human or after explicit approval.
Agents never create or buy reviews, testimonials, analyst opinions, awards or other third-party validation.

Load inputs and verify evidence from the prior cycle is intact.
Measure the letter's metrics (Verified reviews, community sentiment, recency of third-party evidence) using deterministic calculation; LLMs may classify and draft rationales only.
Compare to last cycle and flag deltas and anomalies.
Draft the fixes or assets for the gaps found.
Package findings with citations and confidence.
Submit to the strategist for approval, then hand off.

Hands on: To: FOUND-U Underdog Moves. Packet: metric snapshot, gap list, approved assets, open questions, evidence links.

Client profile, ICP, category terms and approved claims (from the strategist's scoping record).
Previous week's FOUND-F handoff packet.
Prior-cycle metrics for this letter (never overwritten, append only).
Sanctioned sources only (official model APIs, public pages, listings); no scraping of consumer AI interfaces.

Metric snapshot for this letter with method, provider/model, date, prompt version and sources recorded.
Draft recommendations and drafted assets (fixes, outreach drafts, briefs) marked `draft`.
Evidence log entries; handoff packet for the next stage.

Simulation · fictional data

Example Cyber Co does not exist. These are drafts from a 90-day simulation, not work for any real company. See the whole simulation.

Day 1 · Published after approval
What customers say: links to our review profiles
Day 1 · Waiting for a person
Reply to review R-6
Day 1 · Waiting for a person
Plain request for an honest review
Day 61 · Waiting for a person
Reply to review R-9

What Opinions means, how it is scored, the harness the agent runs in and what to avoid are on the letter page, so they are kept in one place.

Free, open and no login. Every number shows who saw the evidence.