Opsian

[ 02 · Custom AI Engineering ]

Trained on your data, decisions that follow your rules, and tools that let your team review and approve — so the AI works the way your operation actually runs.

Deliverables · what you get
Trained AIVerified against your goals
Decision controlsRules + escalation logic
Audit logEvery decision recorded and explainable
Operator toolsReview and approval interfaces
[ The brief ]

When the operation matters, AI built for your business.

We build AI that works on your data, follows your policies, and gives your team the controls they need to trust it.

02Engineering
[ Capabilities ]

Four areas of work that make up this engagement. Each one is delivered by senior engineers — no junior staffing tricks, no offshore handovers.

01

Trained on your data

We build AI on your actual operations, not a generic dataset. The system learns the work your team does — not work someone else does somewhere else.

02

Follows your policies

Every decision the AI makes runs through your rules. Approval thresholds, escalation paths, exception handling — built into the system, not bolted on after.

03

Auditable from day one

Every action is logged and explainable. Months from now, you can pull up any decision and see exactly why the AI made it.

04

Human controls

Review queues, approval flows, override controls. Your team stays in the loop on the decisions that matter — the AI handles the rest.

[ Why this matters ]

A boutique hotel group's check-in took seven minutes per guest — we got it under two.

Their existing identity software could not handle the variety of guests they served or the way their concierges actually worked. Front desks were drowning in paperwork.

[ Process ]

Four phases. One engagement.

A typical engagement runs four phases — from first audit to steady-state operations. The shape stays the same, the timing flexes around your reality.

  1. Phase0101 / 04

    Discovery

    Weeks 1–2

    We translate your plan into concrete tasks and set the metrics that define success before we build anything.

  2. Phase0202 / 04

    Approach Selection

    Weeks 3–6

    We test three approaches against your goals. You pick the one that hits the cost, speed, and accuracy you need.

  3. Phase0303 / 04

    Build

    Weeks 5–10

    We build the AI and the rules, controls, and audit trail around it — everything your team needs to operate with confidence.

  4. Phase0404 / 04

    Launch

    Weeks 8–12

    Review tools, dashboards, and the controls your team uses every day. Ship in production.

[ Adjacent services ]

Each service stands alone — but the architecture flows naturally into engineering, engineering into infrastructure, and so on. These are the most common pairings.

Engage with us

Build with the team behind it.

If your team needs senior engineers embedded for this work, talk to us. We staff small teams of senior engineers — no juniors, no offshore handovers.

Response within 24 hours · Sales@opsian.io