Know what users report about your product in public.

Each week: the problems users describe on each release and environment, the workarounds other users said worked, and whether reports fell after your last fix. Every factual sentence links to the public post it rests on.

Book a 30-minute walkthroughSee a sample report

For software teams, including vendors that sell to government, and agency program offices. For consumer brands and home builders: in development.

Early access. Reading public sources runs today. Classification, extraction, merging, scoring, report writing and the verifier are built and in testing. Alerts and ticket sync are built and being prepared for production, and the dashboard is in development. Early-access customers will receive reports, evidence files and readouts by email.


What you get

Users describe problems in public in detail: exact error messages, versions, configurations and the steps that triggered them. That signal is spread across forums, issue trackers and help centers, often repeated across many threads. Thread Witness gathers it into:

From the sample report

Illustrative sample. Fictional product, invented data.

ID Issue Severity Priority (0 to 100) Reporters (week / 8 wk) Trend
NWC-ISS-4H8T2C Sign-in loop after SSO sign-in, rising after certificate rotation S2 74 9 / 23 ↑ Rising
Workaround Label Worked / partial / did not Risk badges
Ask an organization admin to re-upload the identity-provider metadata Confirmed (5) 5 / 1 / 1 Requires admin
Clear console session cookies and sign in again Confirmed, temporary (3) 3 / 5 / 1 Time burden

Labels such as Confirmed (5) count what users said about their own attempts. They are not our conclusions.

Coverage and verifier. 1,904 posts scanned, 187 unique reporters. 162 citations checked; every citation in the released report resolves. Before release: 5 claims removed, 3 rewritten, 1 downgraded.

See the full sample report

How it works and how we source data

We read public sources through official APIs and feeds first, merge reports of the same problem into one topic, count unique reporters, and have an automated verifier check every citation, quote and number before a report is released. How it works

Public data only, no logins bypassed, review sites and retailer reviews excluded, Reddit read only under license, authors pseudonymized, quotes short and linked. Counts measure public discussion, not failure rates. How we source data · Corrections

Who it is for

Software vendors, including those that sell to government. Product, support-engineering and quality teams that want to know what users on each release and each government-cloud tier are hitting, which workarounds other admins said worked, and whether reports fell after the last fix. For federal teams

Agency program offices. Teams that run public-facing systems and want a cited view of where users say they get stuck, delivered by email with no login. For federal teams

Consumer brands and home builders. Warranty, quality and customer-care teams that want owner-reported failures, months in service and warranty stage, with hazard reports routed to human review. In development. For consumer brands and home builders

Start with a Community Issue Audit

A fixed-price, one-time review of one product: 90 days of public reports, a verified report with an evidence file, human review of any safety- or security-class topic, a 60-minute readout and written answers to three of your questions. $14,500.

We are scheduling the first early-access audits now. Write to reserve one. Typical delivery is 15 business days from kickoff, and the delivery date is confirmed in writing at kickoff. 100% of the audit fee is credited toward an annual Team or Business plan signed within 60 days of report delivery.

See pricing

Book a 30-minute walkthrough

We show you the report format, then what we can see for your product. Tell us the product, the release or environment you care about, and your role.

Book a 30-minute walkthroughhello@threadwitness.com