Not a chatbot. A system that does the work.
The gap between an impressive AI demo and an agent your business can rely on is engineering: real system access, structured outputs, memory, approvals, retries and monitoring. We build agents that read requests, use your tools, complete multi-step tasks and hand your team something ready to approve, and we harden them to run every day.
Claude, OpenAI or Gemini · connected via APIs and MCP · approvals and audit logs by design.
The demo was easy. Production is engineering.
Most AI agents die between the impressive prototype and the Monday morning where they must run unattended against real systems.
Pilots that touched nothing
The chatbot answered questions; the work still happened by hand.
Free text where data belongs
Unstructured output that no downstream system can safely consume.
No memory, no state
Every run starts from zero, so multi-step work falls apart.
Nobody trusts it unattended
Without approvals and audit trails, the agent stays a toy.
Breaks on the edge cases
One malformed email and the whole flow stops, silently.
No path from demo to daily
Impressive on stage, unshippable in operations.
From the job, to the agent, to production
Designed around a real task, connected to real systems, wrapped in controls, and operated like the production software it is.
Design the agent around the job
Start from the task, not the technology: what the agent watches, what tools it may use, what it produces, and where a person signs off. Model choice (Claude, OpenAI or Gemini) follows from accuracy, privacy and cost.
- Task and tool design first
- Structured outputs, not free text
- The right model per use case
- Single agents or orchestrated teams
Connect it to real systems
An agent is only useful with hands: scoped access to email, calendar, CRM, accounting and internal databases through APIs and MCP, so it can actually create the task, update the record and draft the reply.
- Gmail, Outlook and calendar access
- CRM, ERP and accounting integrations
- MCP servers with scoped permissions
- RAG over your own documents
Build in the controls
Production means guardrails: human approval on sensitive actions, idempotency so a retry never sends twice, role-based permissions, and an audit log that shows exactly what the agent did and why.
- Human approval gates
- Idempotent, safe retries
- Role-based permissions
- Complete audit logging
Operate and improve it
Agents drift as your business changes. We monitor output quality, watch the failure queue, tune prompts and tools, and extend the agent's responsibilities as it earns trust.
- Output quality monitoring
- Failure and exception review
- Prompt and tool iteration
- A roadmap from assistant to teammate
What changes when the agent is engineered
It stops being an experiment and starts being a colleague whose work you can audit.
Hands on real systems
Email, CRM, calendar, accounting and databases, under scoped access.
Structured, validated output
Data other systems can consume, checked before it is used.
Approvals where it counts
Customer-facing and financial actions wait for a person.
Retries that are safe
Idempotent actions — a retry can never send or book twice.
Every action auditable
Who, what, when and why, in a log you can inspect.
Operated, not abandoned
Monitored, reviewed and extended as it earns trust.
Solutions built for your industry
Every industry has different challenges. We build data, reporting, automation and AI solutions that fit the way your business operates.
Marketing Agencies
Automate client reporting, prove attribution and monitor every account without the manual grind.
- Multi-client reporting automation
- Cross-channel attribution
- Tracking QA across the book
- AI-drafted client commentary
Ecommerce & DTC
Connect store, marketplace, ad and finance data to see true profitability and reliable tracking.
- Contribution margin by SKU
- Server-side conversion tracking
- Marketing tied to revenue
- AI margin and stock alerts
Retail
Bring together sell-through, margins, locations and marketing across every channel.
- Sell-through by channel
- Product and category margins
- Retail and wholesale in one view
- AI demand forecasting
Franchise
Compare every location on consistent numbers, with AI reading the weekly review.
- Location scorecards
- Standardized KPIs
- Roll-up and drill-down
- Underperformance alerts
SaaS
Connect product, marketing, sales and billing into clear growth metrics, plus custom AI features.
- MRR and ARR reporting
- Activation and churn analytics
- CAC against LTV
- AI agents and internal tools
Professional Services
Automate intake to invoice and make the firm's knowledge searchable, with approvals throughout.
- Intake and proposal automation
- Utilization and pipeline reporting
- AI speed-to-lead follow-up
- Knowledge assistants with sources
Legal Services
Document intelligence, intake automation and clean matter reporting, handled confidentially.
- Document classification and extraction
- Client intake automation
- Matter and revenue reporting
- Assistants grounded in your precedents
Healthcare
Operational reporting and careful automation for clinics and multi-site practices.
- Booking and utilization reporting
- Multi-site scorecards
- Payroll automation with approvals
- Patient acquisition ROI
A simple, low-risk way to get started
Three clear steps to working together, backed by commitments that keep the risk on us, not you.
- Step 1 We understand the problem and design the system We learn your goals, systems, and the questions you need answered.
- Step 2 We build it, and prove it works Tracking, dashboards, automation or AI, built to fit your business.
- Step 3 We deploy, monitor and keep improving it We keep improving it as your business grows and your questions change.
We remove the risk of getting started so the decision is easy. Here is our commitment to you:
- Free first consultationA practical working session about your data, workflows and AI opportunities, not a sales pitch. If we are not the right fit, we will say so.
- Clearly scoped first projectWe agree on the deliverable, timeline, and price up front. No open-ended retainer required to begin.
- You own everythingEvery pipeline, dashboard, workflow and agent we build is yours: your accounts, your code, documented, with no lock-in.
- No long-term contract to startBegin with one focused engagement. Continue only if the results earn it.