agent-collaborator

The AI agent that leaves comments on every enrichment.

An AI agent runs the waterfall in the open. Every signal it checks, every candidate it ranks, every domain pattern it learns — logged to a thread you can review like a code change.

Enrich Jane Doe @ Acme WR-4217 5 events · 142ms · T0 exit
YO
you requester 10:42:01
Find verified email for linkedin.com/in/jane-doe
CA
cascade-agent ai agent 10:42:01
Picking up. Extracting seeds and running Tier 0 — free signals only. Expected resolve under 200ms.
CA
cascade-agent ai agent 10:42:01
MX fingerprint shows standard Google Workspace. No security gateway. AI judge fused 14 signals → top candidate confidence 0.96.
CA
cascade-agent ai agent 10:42:01
SMTP probe verified mailbox. Writing the verified pattern to domain memory — future calls on this domain skip T1+.
// domain_memory[acme.com] pattern: unknown pattern: first.last@acme.com (verified, T0)
·
system event 10:42:01
Exit cascade at Tier 0. Returned jane.doe@acme.com · verified · risk T0 · cost $0.00.
Approve Re-run View diff
// agents

Why agents-with-comments matter.

The agent narrates its descent. The team reviews. You catch a bad enrichment before it reaches your CRM.

// AGENT-AS-TEAMMATE

Inline activity feed

The AI agent runs in the open. Every signal, every probe, every domain pattern learned is logged to the thread.

// REVIEWABLE

Audit every decision

Re-run any enrichment to see the same descent. The agent's confidence scores and source attribution are reproducible.

// PR-NATIVE

Diff-style outputs

Verified emails arrive as diffs against the row's prior state. Approve, reject, or comment — like a code review.

Add the AI agent to your workspace.

Free tier · 200 enrichments per month · activity feed included.