AI Feedback Ops Agent

Know what your users need next.

RedFeed turns fragmented feedback into prioritized product actions, with the customer, revenue, and AI trace context your team needs to move.

See RedFeed in action

Connect one source. See your first high-value signals in under 30 minutes.

MONDAY, JUL 26

Good morning, Alex.

4 signals need your attention today.

Product health 86
Priority feed
CRITICAL

Answer quality dropped after model update

“Repetitive answers” increased 184% since model-v4.2 shipped. Two Pro accounts show cancellation intent.

AFFECTED47 usersREVENUE AT RISK$18.4k ARRCONFIDENCE94%
MK
“It keeps repeating the same paragraph...”Pro plan · model-v4.2 · trace #8F12
TRENDING

Teams are asking for batch export

12 similar requests · 5 Growth accounts · +63% this week

FEEDBACK LOOP CLOSED31 users notified automatically

One signal layer across your entire stack

IntercomHelp ScoutApp StoreSlackLinearGitHub

Signal, not noise

Your users are already telling you what to build.

The signal is just buried across support threads, reviews, product events, and model traces.

RAW FEEDBACK 2,418 this month
App Store

Stopped working after the update.

Intercom

The answer looks right but it ignores my uploaded files.

Slack

Can we export more than 500 rows?

In-app

Why is it repeating itself?

Email

We're considering another product.

REDFEED
HIGH IMPACT SIGNAL94% confidence

Retrieval failures are driving churn in Pro accounts

27 reports share the same workflow and trace pattern after release 4.2.

Who
9 Pro accounts
Why now
Release 4.2
Risk
$31k ARR
Owner
AI Platform
01

Ask the question behind the feedback.

The agent follows up once or twice to capture the real workflow, current workaround, and cost of the problem.

“Need batch export.”

How many records, and where do they go next?

2–3k weekly, into our finance system.

02

See the full product context.

Connect every signal to account value, product behavior, app release, prompt version, model, and trace.

Growth planmodel-v4.2prompt-17trace #8F12iOS 8.4.1
03

Move from insight to action.

Route the right evidence to the right owner, create the task, track resolution, and close the loop with every affected user.

SignalLinearShipped31 notified

Always on

A continuous feedback operation, without the operations team.

01Connect

Support, reviews, email, community, product events, and AI traces.

02Understand

Clarify intent, link context, merge duplicates, and detect change.

03Prioritize

Score evidence by urgency, reach, revenue, retention, and confidence.

04Act

Assign owners, create work, track resolution, and notify users.

Built for lean AI teams

Serve more users.
Hire slower.
Build with certainty.

RedFeed handles the work between receiving feedback and making a product decision, so founders, product leads, and engineers can focus on the actions only they can take.

30 minto first high-value signal
3–7prioritized actions each day
>70%context filled automatically

Trust by design

Your customer data stays your data.

Workspace isolation, encryption in transit and at rest, configurable retention, sensitive-field redaction, and full deletion controls come standard. Your data is never used to train public models.

01 Evidence on every signal02 Human approval for sensitive actions03 Confidence and source transparency04 Complete audit history

Limited early access

Turn your next 500 feedback messages into a product advantage.

Connect one source and receive a free Feedback Health Report with your highest-impact issues, fastest-growing themes, knowledge gaps, and recommended actions.

Early access

See what your feedback has been trying to tell you.

Tell us a little about your product. We’ll follow up to arrange your free Feedback Health Report.

We’ll only use your details to contact you about RedFeed.