Automation & AI ingestion

AI agents, set right.

For operations, finance and administration teams whose routine intake, checks and coordination have outgrown the people doing them. AI agents prepare the repeatable work. Every exception goes to a named person, and every action goes on a record.

Built on Google Cloud document and AI services in your own project, with spend visible in your own billing console. AI tools assist the work and never occupy an engineer slot. A person answers for every workflow.

Service scope

The full path, from intake to system action.

An engagement can start with documents, messages, forms, spreadsheets or system events. It can finish with a draft, a task, a report, an exception or a bounded update to a system of record.

An automation keeps the original source, interprets it, checks data and written rules, then either performs a bounded action or sends the item and reason to a named owner. The source, checks, approval and action remain in an independent record.
  1. Source + context

    Documents, messages, forms, spreadsheets, APIs and system events enter with their original context.
  2. Interpret

    Extract, classify, resolve and enrich only what the next decision needs.
  3. Check

    Test against authoritative data, written rules and action limits.
  4. DECISION

    Within the written limits?

    YES · ACT

    Create the permitted draft, task, report or system update.

    NO · STOP

    Send the source and failed rule to the named owner.

  5. Independent record + meter

    Keep the source, extracted data, checks, approval and action together. Report throughput, exceptions and errors.

Before go-live

What it may do, and when it must stop.

The workflow specification names the permitted actions, required checks, access, limits, exception owner and record.

Permitted actions

The specification names the inputs, systems, actions and transaction limits available to the workflow.

Required checks

Written validation and reconciliation rules run before any update to a system of record.

Access boundary

A separate service identity receives only the systems and actions named in the specification.

Exception path

Confidence, policy or data conflicts route the item and its source context to a named owner.

Independent record and meter

The platform records inputs, checks, approvals and actions, then reports throughput, exceptions and errors from its own telemetry.

Handover

Cloud configuration, runbooks, records, meter history and a walkthrough stay with the client team.

How an engagement runs

Census, shadow, go live.

An automation engagement moves from a census of recurring work to a written specification, a shadow run beside the current process, approval based on the shadow record, and handover of the system, records and runbooks.
  1. Census

    List recurring work, frequency and interruption cost. Give each row an automate-or-not verdict.
  2. Specify

    Write the trigger, inputs, rules, action limits, exception route and meter before build.
  3. Shadow

    Run beside the current process. Compare decisions without allowing the workflow to act.
  4. Go live

    Approve action only when the shadow record supports it. Route every exception by name.
  5. Handover

    Leave the cloud setup, runbooks, action record, meter history and walkthrough with the client.

Three ways to engage

Set up, set right, keep right.

Set up

We build new automation for repeatable operations such as intake, extraction, triage, reconciliation and reporting, using Google Cloud document and AI services under the operating controls above.

Set right

We audit existing automations and agents against their action limits, access, checks, records and exception routes, then rebuild where the audit finds a gap.

Keep right

A monitoring retainer covers evaluations, drift checks when models or upstream documents change, and a meter report on a fixed cadence.

Commercial engagement

Scoped per workflow, after the census.

Census timing agreed from scope, then each workflow scoped from its written specification. Fixed-fee census; each workflow quoted against its written specification. The meter reports what the automation does from week one.