Concise opportunity briefs that connect real demand, visible gaps, and practical routes to market.
Each brief is scored by demand, supply gap, commercial potential, market reachability, and execution feasibility.
Checks provider responses against observability exports so teams can spot missing model names, duplicated token counts, and cost drift early.
Connect product analytics, pricing notes, customer replies, and proof assets into focused traction experiments.
Turns transcripts, tool calls, diffs, and terminal logs into a replayable packet so small teams can inspect, resume, or hand off agent work.
Inspect tool descriptions, permissions, update diffs, and risky data paths before connecting MCP servers to agent workflows.
Classify quotes, orders, bookings, reminders, and follow-ups while keeping replies human-reviewed and brand-safe.
Turn prompts, shell commands, file diffs, approvals, privacy state, and cost signals into a reviewable timeline.