Agentic systems and automation
Agents that run the routine steps of a workflow end to end, and stop for a person whenever the next step needs judgment.
An agent-operations system: a new engagement letter arrives in the intake queue, an agent reads it and checks it against two sources the firm has approved, and a reviewer approves it.
What it is
An agentic system is software that reads what arrives, performs the steps a person would otherwise do by hand, and knows exactly where its authority ends. Intake. Classification. Extraction. Routing. Drafting. Chasing the thing that has not come back yet. These are the parts of a workflow that are dull, repeatable, and costly once you add them up across a year.
What makes one trustworthy is not the model. It is the boundary: which steps the agent may finish alone, which ones stop and wait for a named person, and what happens when something arrives that does not fit any of the rules. We write that boundary down before we build, and the system enforces it rather than merely documenting it.
How it runs
Step 01. Decide
Not every workflow deserves an agent. We map one end to end, mark each point where a person exercises judgment, and count what the exceptions cost today. Then we draft the safety contract: the agent's limits, in plain sentences, agreed before a line of code exists.
- Workflow map with every handoff marked
- A ranked shortlist of candidate workflows
- A written safety contract
- Decision memo
Step 02. Build
We build inside your environment, on live work, with the team who will use it watching. Exceptions get designed first, because exceptions are where these systems fail. The prototype is not a demo. It is the same system at a narrow scope, waiting to meet its acceptance criteria.
- Requirements and exception rules
- A prototype running against your own queue
- Approval steps with named approvers
- Acceptance criteria for production
Step 03. Operate
Training happens on the working system with the queue in front of the team, not in a slide session. Then someone inside your firm owns it. The exception log is the honest record of what the agent could not handle, and the review points exist to catch the slow drift nobody notices in week nine.
- A runbook a human can read
- A named owner
- An exception log the owner reviews
- Scheduled drift reviews
Who this is for
Operations
The approval chain takes three days when it should take three minutes, and the workaround from two years ago is now load-bearing. The routine path runs on its own, and what reaches you is the exception rather than the whole queue.
Sales and RevOps
The pipeline is only as accurate as the last rep who remembered to update a field. Enrichment, hygiene, and the weekly reporting run on a schedule, and reps stop doing data entry between calls.
HR
Onboarding paperwork moves at the speed of whoever is chasing it this week. Documents get read, checked, and routed on arrival; your team handles the cases that genuinely need a person.
Finance
You did not take this job to chase missing data across five systems before the close. Reconciliation and variance checks run first, so the work that reaches you is the work that needed judgment.
Example engagements
A shared system for repeat client analysis.
Client information, instructions for recurring AI tasks and a history of completed work brought together for a consultancy's team.
Read the case studyTwo distinct brands, one connected platform.
One website became two distinct brand sites, with a cost calculator and weekly emails that bring new inquiries together for the team.
Read the case studyQuestions
What is an agentic system, in plain business terms?
Software that carries a piece of work forward on its own instead of waiting to be told each step. It reads an incoming document or record, decides what kind of thing it is, does the routine steps, and hands the case to a named person when the next decision needs judgment or falls outside its rules. The person stays in charge of the outcome.
What happens when the agent gets something wrong?
It stops and a person picks it up. Every agent we build has a defined set of conditions that force a handoff, and anything it cannot classify goes to the exception queue rather than through. The log records what happened and why, the owner reads it, and the rules get tightened. Silent failure is the outcome we design against.
Which workflow should we automate first?
A high-volume one with clear rules, a bounded set of exceptions, and someone who already owns it. Workflows that need judgment on almost every case make poor first candidates, however painful they are. If you are not sure which yours is, the strategy engagement produces that ranking before anyone builds.
Does this replace people on the team?
Not in the engagements we run. The agent takes the routine steps and hands the judgment work to the same people who were doing both. What usually changes is the queue: the work that reaches a person is the work that needed one, and the backlog of mechanical steps stops setting the pace.
Do we need engineers on staff to keep it running?
No, but you do need an owner. That person needs to understand the workflow and read the exception log — not write code. We write the runbook for them, train them on the live system, and set the review cadence before we hand over.
The other capabilities
AI strategy and opportunity design
Interviews with the people doing the work, an opportunity map ranked by effort and value, and one funded decision — tested with a prototype before the budget commits.
See the serviceKnowledge and document systems
Retrieval built on the documents your firm approved, with the source on every answer, an owner on every collection, and a schedule that keeps the library current.
See the serviceProduct and web engineering
Client portals, internal tools, dashboards, and public sites — scoped honestly, shipped in usable slices, and handed over with an owner and documentation that stands on its own.
See the serviceStart withthe businessproblem.
Thirty minutes. You describe what's slow, manual, or opaque today. We tell you honestly whether we're the right firm to fix it.
30 minutes