Answer quality dropped after model update
“Repetitive answers” increased 184% since model-v4.2 shipped. Two Pro accounts show cancellation intent.
AI Feedback Ops Agent
RedFeed turns fragmented feedback into prioritized product actions, with the customer, revenue, and AI trace context your team needs to move.
Connect one source. See your first high-value signals in under 30 minutes.
4 signals need your attention today.
“Repetitive answers” increased 184% since model-v4.2 shipped. Two Pro accounts show cancellation intent.
12 similar requests · 5 Growth accounts · +63% this week
One signal layer across your entire stack
Signal, not noise
The signal is just buried across support threads, reviews, product events, and model traces.
27 reports share the same workflow and trace pattern after release 4.2.
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.
Connect every signal to account value, product behavior, app release, prompt version, model, and trace.
Route the right evidence to the right owner, create the task, track resolution, and close the loop with every affected user.
Always on
Support, reviews, email, community, product events, and AI traces.
Clarify intent, link context, merge duplicates, and detect change.
Score evidence by urgency, reach, revenue, retention, and confidence.
Assign owners, create work, track resolution, and notify users.
Built for lean AI teams
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.
Trust by design
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.
Limited early access
Connect one source and receive a free Feedback Health Report with your highest-impact issues, fastest-growing themes, knowledge gaps, and recommended actions.