01
Observe
Test real buyer questions and preserve the original outputs and citations.
AI Product Facts Repair Sprint
Give buyers—and AI—the same product facts.
We find inaccurate, outdated, or inconsistent product facts affecting AI-assisted buyer research, establish an approved source of truth, and repair up to three priority pages or modules you control.
Application and manual fit check first. Accepted applicants receive a Stripe Payment Link. No anonymous checkout.
Product Fact Ledger
Illustrative workflow — not a client result
Pricing unit
Conflicting across pages
needs approval approved
Platform support
Old limitation still cited
stale approved
Cancellation
Missing from buyer page
missing approved
Every repair starts with a named source, owner, approver, and review date.
Traceable evidence
Human-approved truth
Controlled, reversible repairs
What you buy
A fact repair record your team can approve.
AI products are part of the observation method. The deliverable is a governed source of truth, a safe implementation, and a record of what changed.
01
Buyer Question Set
02
Product Fact Ledger
03
Evidence Log
04
Root Cause Map
05
Repair Brief and implementation for up to 3 approved pages or modules
06
Implementation QA record
07
Recheck Record
Strong triggers
The product changed. Its facts did not change everywhere else.
- Pricing or packaging changed, but old numbers still appear elsewhere
- A rebrand or product rename created entity confusion
- Feature, integration, platform, or security claims changed
- Sales repeatedly corrects the same buyer misunderstanding
Best fit
- Founder-led English B2B SaaS, typically 2–50 people
- A live product with real customers and a clear category
- A pricing, feature, brand, or positioning change in the last 3–12 months
- A named person who can approve product facts
- A staging, CMS approval, or pull-request path for safe changes
Four controlled stages
Observe, approve, repair, recheck.
02
Approve
Resolve conflicts in a Product Fact Ledger with a named fact approver.
03
Repair
Implement up to three approved pages or modules with a rollback path.
04
Recheck
Repeat the same method 14 days after the changes are live and record what changed.
The evidence boundary matters.
No guarantee of aI mentions, recommendations, rankings, order, or citations.
No guarantee of indexing or crawling timing.
No guarantee of traffic, conversion, or revenue.
No guarantee of a causal claim that a site change produced an observed AI answer change.
$299 one-time pilot
Start with one fact buyers keep getting wrong.
The application asks for the recent change, the wrong fact, a fact approver, and a safe implementation path. That is enough to run a real fit check.
Apply for the $299 Pilot Sprint