What our agents actually do.

Our client work is under NDA, so names stay off the page. The patterns below are real builds — described by shape, scope, and the workflow they replaced. Specifics, architecture, and real numbers are available under a mutual NDA.

Real builds, described by shape.

Pattern · B2B revenue

A research-and-write agent network that runs outbound at SDR scale.

Multiple agents working in concert: ICP discovery, account research, signal monitoring, message composition, sequence ops, and a router that scores and assigns. Drafts land in the CRM ready for human review — or send autonomously on low-risk tiers with full audit logs.

How it runs

The router watches for buying signals around the clock and assigns accounts to the research agents, which build a brief per account. The composition agent drafts in the client’s voice, the sequence agent handles timing and follow-ups, and every send above a risk threshold waits for a human click. Reps start their day with a queue of researched, drafted, scored outreach instead of a blank screen.

6 agents
In coordination
24/7
Run time
CRM-native
Deployment
What it replaced

The manual SDR research-and-write loop: hours per rep per day spent finding accounts, reading signals, and drafting first touches — now done before the team logs in.

Pattern · Commerce

Always-on merchandising agent for large SKU catalogs.

Reads inventory, sales velocity, and seasonal signals; rewrites product copy, refreshes collections, and flags pricing anomalies — every day, no calendar reminder needed.

How it runs

Each morning the agent walks the catalog: what’s selling, what’s stalling, what’s out of season. It rewrites stale product copy, rebuilds collection pages around what’s moving, and raises a flag wherever a price looks wrong against velocity. Changes above a confidence threshold ship automatically; the rest queue for a one-click human review.

10k+
SKUs supported
Daily
Refresh cadence
Threshold
Auto vs review
What it replaced

Quarterly catalog cleanups and a permanently stale long tail — thousands of SKUs no merchandiser had time to touch, now refreshed daily.

Pattern · Professional services

Client-onboarding agent that handles intake, docs, and kickoff.

Drafts SOWs from discovery transcripts, sets up project workspaces, books kickoffs, and routes legal review. PMs only step in for judgment calls — the busywork is gone.

How it runs

The moment a deal closes, the agent reads the discovery transcripts and drafts the SOW in the firm’s house format, routing it to legal with the open questions highlighted. In parallel it provisions the project workspace, sets up the folder structure, and proposes kickoff slots against everyone’s calendars. The PM reviews, adjusts, and approves — onboarding that took a week of coordination now takes a day.

End-to-end
Coverage
Human-in-loop
By design
Day one
Time to kickoff
What it replaced

A week of PM coordination per new client: chasing transcripts, drafting documents, creating workspaces, and playing calendar tennis.

Discretion as default

Most of our work runs inside NDAs. We’ll walk through specifics — architecture, eval results, real numbers — under a mutual NDA on a discovery call.

Request a private walkthrough

Built for the industries undergoing transformation.

The patterns above adapt across sectors. These are the industries where we’ve shipped, and what agents typically take over first.

Banking & Financial Services

Agentic KYC, compliance automation, underwriting assistance, customer operations.

Manufacturing

Inventory intelligence, procurement automation, supply chain monitoring.

Healthcare

Patient support, claims automation, scheduling and documentation workflows.

Retail & Commerce

Catalog management, demand forecasting, merchandising optimization.

Logistics

Shipment visibility, route intelligence, exception management.

Professional Services

Proposal generation, onboarding automation, knowledge management.

Your workflow could be
the next pattern.

Book a 30-minute working session. Bring one workflow. We’ll tell you whether an agent can do it, what it would cost, and how fast we can ship.