Real builds.
Concrete outcomes.

AI Telegram Marketing Engine

Crowork builds and deploys a custom AI module that generates on-brand, conversion-focused Telegram marketing content for iREV — automated brand-awareness content at scale, on-message every time, ready to ship.

Automated daily reporting

Replaced hours of manual spreadsheet work with a scheduled pipeline delivering per-client report cards with instant anomaly alerts.

CRM built inside Telegram

Turned a chat-run SMB's scattered threads into a structured CRM with contacts, pipeline, and monitoring — zero behavior change required.

AI employee for ops monitoring

A supervised AI worker that watches dashboards, routes alerts, and writes digests — filling the monitoring seat without unsupervised risk.

Inbox-to-tasks assistant

Email goes in; an organized task list with calendar entries and persistent memory comes out. Commitments stop getting buried in threads.

Memory-correct reliability layer

Their assistant was storing questions as facts. A drop-in gate took memory precision from ~35% to 100% on their labeled test set.

Open-source: a self-healing agent loop

A reusable loop that learns from its own failures, drafts fixes, smoke-tests in isolation, and merges only when safe. Also ships with a speech-act memory gate that keeps agent memory free of hallucinated facts.

Also: speech-act-memory-gate