Engineering teams are spending heavily on AI coding tools without visibility into spend, model impact, or developer friction. ReclaimLLM gives managers one unified dashboard for team attribution, workflow waste detection, and session audit trails.
Management Intelligence
Without an attribution layer, AI spend is concentrated in unmanaged silos. ReclaimLLM turns unformatted LLM traffic into actionable management metrics.
Attribute token usage by developer, team, model, and project. Identify high-consumption projects and compare usage against organization medians.
RCLM Signals automatically analyze session transcripts to detect repeated restarts, over-exploration, session bloat, and model mismatch with direct links to offending sessions.
Replay frozen cohorts of captured proxy sessions across cheaper or local models. Measure accuracy, classification agreement, and cost savings before switching providers.
Developers can share email-bound, expiring links to captured sessions during code reviews, showing team leads the exact tool calls and file diffs that generated a PR.
Dashboard Architecture
Backed by PostgreSQL materialized views refreshed every 15 minutes, the enterprise portal provides role-based access for Admins, Team Leads, and Developers.
ReclaimLLM tags ingested sessions server-side with durable developer, team, model, and project attribution. Engineering leaders get cross-developer usage analytics, cost breakdowns, and time-series trends backed by materialized views refreshed every 15 minutes.
RCLM Signals automatically analyze session transcripts to surface developer workflow friction—such as over-exploration, repeated restarts, session bloat, idle gaps, and model mismatch—with underlying session evidence so leads can coach teams effectively.
Model Analysis allows admins to replay frozen cohorts of captured proxy sessions across different models, measuring classification agreement, blind-judge preferences, and token cost trade-offs before migrating provider models.
When a developer joins your organization, their existing sessions can be backfilled to attribute past activity to your org, providing historical visibility from day one without disrupting local developer capture tools.