Experience at scale
Our founder built digital commerce and technology systems processing more than $10B in annual revenue, and systems where a single business processed more than $5B a year in digital sales.
The engagement
We sit with your teams and map the work: the workflows, the data behind them, and where people sign off today.
We rank the opportunities and write your AI roadmap. It covers what to build first, what to leave alone, and where a human approves.
Each agent is tested in Mockra, the Agent Proving Ground by Stalwright Labs, before it touches production. Then we build, host and run it, and your team keeps approval over the actions that matter.
Agents at work
Agents your teams can put to work. Every card shows where a person approves.
Software engineering
Reviews pull requests against your standards. It flags bugs, risky changes and missing tests.
Human approval
An engineer approves or rejects every merge.
Software engineering
Runs test suites, triages failures and drafts bug reports with the logs attached.
Human approval
An engineer approves every ticket filed and every release promoted.
Sales
Scores inbound leads against your criteria and routes them to the right rep.
Human approval
A rep confirms before any lead is disqualified.
Sales
Builds a short brief on each account from your CRM and public sources.
Human approval
A rep reviews the brief before it is used in outreach.
Sales
Drafts first-touch and follow-up emails in your team's voice.
Human approval
Every draft is held until a rep approves and sends it.
Finance and operations
Matches transactions across your ledger, bank and payment accounts. It flags anything that does not match.
Human approval
Finance approves every adjusting entry.
Finance and operations
Pulls numbers from your source systems and assembles recurring reports.
Human approval
The report owner signs off before it is shared.
Finance and operations
Chases missing invoices, purchase orders and delivery dates.
Human approval
Messages are held for approval unless they fall within rules your team sets.
Commerce
Reads order, return and subscription tickets. It checks status in your systems and drafts the reply.
Human approval
Your team approves every refund, exchange and reply outside policy.
An engineering team wants faster reviews without lowering the bar. A review agent comments on each pull request first. Engineers spend their time on design questions, not missing tests. Every merge still needs an engineer's approval.
A sales team gets more inbound leads than it can research. An agent scores each lead, writes an account brief and drafts the first email. Reps review the brief and approve each email before it goes out.
A finance team closes the month by hand across three systems. An agent matches the transactions and lists the exceptions. The team works the exceptions and approves every adjustment.
A support team handles a steady queue of order and return questions. An agent checks order status and drafts each reply. The team approves refunds and anything outside policy.
Agent Proving Ground
Every agent we build runs in the Agent Proving Ground first. It works against simulated versions of the systems your teams already use — CRMs, helpdesks, ERPs, payment and commerce platforms, code hosts — built from their API specs, so we can see how it handles routine cases, edge cases and failures without touching your systems, your customers or your data. It goes to production only after it passes.
Human approval. Nothing reaches customers or production systems until a person on your team signs off.
Full audit trail. Every step is logged: what the agent saw, what it proposed, who approved it and what changed.
Tested before production. Every agent passes the Agent Proving Ground before it connects to your live systems.
Tell us which work you'd like an agent to handle, and we'll talk through whether it's a good fit.