Operations · Built systems

Automation inside the workflow. Not chatbot theater.

An operations platform where AI runs alongside approvals, audit and control, not in a side window. Built for teams that need automation people can trust, sign off on, and explain to a regulator.

Audit-ready from day oneApprovals built inNo chatbot theater

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Audit-ready AI Operations Platform — workflow, approvals, audit

The problem

Most "AI in operations" is a chatbot bolted onto the side.

It doesn't touch the actual workflow. Approvals still happen in chat. Audit trails are reconstructed after the fact. Compliance doesn't trust it. And the team ends up doing the manual work anyway, just with extra steps.

What we built

Automation that lives where the work actually happens.

Workflow-native AI

The model runs inside the operating workflow (drafting, classifying, routing) with the human approval step in the same screen, not in a separate chat tool.

Inside the operations workflow
Approval and override built in
Same screen, no tool-switching

Audit and control by default

Every decision, human or model, is logged with input, output, version and reason. Compliance gets a real trail. Operators get clear ownership. Leadership gets visibility.

Full decision log, end-to-end
Model and prompt versioning
Audit trail compliance can sign off on

What it actually looks like

An audit trail compliance can sign off on. Without rebuilding it later.

Invoice routing · queue #4821

2026-04-15 · 14:32:07 UTC

Decision by model:ops-router-v3 v3.2.1

Input vendor=ACME · amount=$12,480 · gl=4030 · po=matched

Output route → AP queue: standard-net30 confidence 0.94

Approval approved by m.cohen · 14:32:41 UTC

Reason PO match clean, vendor in good standing, amount within auto-route threshold.

Every automated decision logged with input, output, model version, approval and reason. From day one.

Override moment

Override · queue #4822

2026-04-15 · 14:47:12 UTC

Model proposed route → AP queue: standard-net30 confidence 0.82

Human chose route → AP queue: review-finance override

Reason vendor on watchlist this quarter, not visible in input feature set.

Action override logged · feature added to next training cycle · prompt v3.2.1 flagged for revision.

Rollback previous model version available in one click. Full diff and decision log preserved.

Override is a first-class event. Humans stay in the loop. Every disagreement makes the next decision better.

Queue inbox — operator's view of pending decisions

Inbox Pending decisions · 6

queue:ap-routing · updated 14:47

#4823
Invoice routing · vendor LUMEN auto-routed standard-net30 · conf 0.96 · PO match clean
model:ops-router-v3 auto-approved
#4824
Refund approval · order 71452 customer escalation · amount $480 · over auto-threshold
awaiting m.cohen needs human
#4825
Vendor onboarding · ACME compliance docs verified · banking on hold · routed to AP review
k.rosen in review
#4826
Contract renewal flag · vendor BIRCH auto-renewal in 14 days · usage down 38% · suggest renegotiation
awaiting procurement needs human
#4827
Expense classification · T&E batch 87 of 89 auto-classified · 2 flagged for review · gl 6010
model:expense-cls-v2 auto-classified
#4828
Access request · tableau:ops-finance requester k.rosen · manager approved · SOC2 control matched
model:access-router-v1 granted

What auto runs, runs. What needs a human, surfaces. Every action, auto or human, is logged with input, output, model version and reason.

Approval timeline — multi-step human-in-loop proof

Approval trail Invoice #71452 · vendor ACME · $12,480

14:32:07

Automated routing model:ops-router-v3 · v3.2.1 · proposed AP queue: standard-net30 (confidence 0.82)
14:47:12

Human override m.cohen flagged: vendor on watchlist this quarter, not in feature set. Re-routed to review-finance.
14:48:02

Second-level review k.rosen reviewed override note, confirmed vendor status, attached watchlist memo.
14:51:36

Approved with note Invoice approved · reason logged · feature added to next training cycle · prompt v3.2.1 flagged for revision.

One invoice. Four logged steps. Three people in the loop. Zero gaps in the trail.

Outcomes

What changes in the operation.

Audit postureDay one

audit-ready · trail and approvals exist from the first run, not retrofitted later.

Routine handoffsAutomated

Approved automation runs the routine path. People handle the exceptions.

Decision visibility100%

of automated actions logged, versioned and explainable.

Your ops run on duct tape?

Your automation has no audit trail. We ship the one compliance signs off on.

Workflow integration, approvals, audit trail, model controls. Built in, not bolted on. Weeks, not quarters.

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