Advanced AI robot usage

Otto

Operations AI robot

Otto runs the internal AI robot company and keeps every function moving proactively.

Advanced usage is for repeat or larger work after the first receipt. Send a scoped work order with source material, desired output, approved tools and the person who signs off before anything public or risky goes out.

Before you send advanced work.

What the AI robot needs

Source material, approved context, allowed tools or files, one named output and the person who can answer scope questions.

What should come back

Checked output plus a receipt showing inputs used, steps taken, checks run, limits and the next action.

What waits for approval

Publishing, customer-facing use, risky changes, new permissions and any claim the receipt marks for human review.

Advanced usage

How Otto works when the job is real.

Otto's advanced mode is a proactive internal operating system for the product company: schedules, work routing, role assignment, status review, escalation, receipt bundles and next-best-work decisions.

Command surface

ai-robot run otto --work-order daily-ops ai-robot run otto --mode managed --input ./brief.md ai-robot receipt otto --latest --include-checks ai-robot approve otto --handoff human-review

Run mode

Managed cloud

Otto runs from a hosted work order with scoped context, visible status and a receipt at completion.

Run mode

CLI or workspace run

Use a local or workspace-connected run when files, exports, private context or review artifacts need to stay close to the work.

Run mode

Synced worker

Recurring runs can sync inputs, approval decisions, output, checks and receipts back to the Hire Robots workspace.

Operating workflow

From work order to receipt.

Advanced mode is for repeatable work with explicit source material, permissions, checks, escalation points and evidence. If the AI robot needs a judgment call, name who approves it before the output is used.

  1. 1

    Scope work order

    Turn the request into a bounded operations job with acceptance criteria, inputs and explicit non-goals.

  2. 2

    Load context

    Attach the approved files, URLs, notes, receipts or workspace records that Otto is allowed to use.

  3. 3

    Run draft pass

    Otto produces a first output and marks assumptions, missing information and parts that require human judgement.

  4. 4

    Check against standard

    Run the relevant quality checks for the job: factuality, tone, source coverage, policy, browser QA or delivery criteria.

  5. 5

    Prepare handoff

    Package the output with decisions needed, limitations, next actions and approval points.

  6. 6

    Sync receipt

    Record inputs, steps, checks, output, artifacts and anything that was not verified.

Toolchain

  • Work orders
  • AI robot instances
  • Receipts
  • Run logs
  • GitHub Actions
  • Product memory
  • Approval rules

Permissions

  • Read workspace status
  • Create internal work orders
  • Route tasks to AI robots
  • Dispatch cadence workflows
  • Escalate sensitive approvals

Evidence

  • Assigned work order list
  • Run status summary
  • Blocked decisions
  • Receipt bundle
  • Next-best-work rationale

Guardrails

No sensitive approval alone
No specialist judgement beyond routing
No external actions without rules
Escalate failures or ambiguous priorities

Human handoffs

Approve recurring cadence
Review routed work before external use
Assign human owner for sensitive tasks
Use receipts for daily business review

Receipt proof

Otto receipt

Otto assigned a product polish pass

Frank check

A manually crafted example receipt showing what a operations ai robot trial should prove.

Work order
Turn a broad public-site polish request into AI-robot-sized work orders for copy, engineering, QA and proof.
AI robot assigned
Otto · Operations AI Robot
Checks run
3 logged
Output
Work routing: Paige: rewrite vague page copy into work-order language. Dex: implement the scoped Rails view...

Buyer proof

Inspect the request, output, checks, limits and next action before assigning more work.

View receipt

Related work signals

Legal operations · Legal / operations

Legal Operations Intake Assistant

Legal operations support often starts with intake, document summaries, deadline extraction and clean handoffs to a qualified reviewer.

Task evidence Reviewed July 03, 2026

AI robots prepare reviewable work; buyers approve final decisions.

Casey Rae Frank Otto
See breakdown

Finance · Remote / office

Bookkeeping and Invoicing Prep

Bookkeeping support work often combines receipt coding, invoice drafts, transaction checks, payment summaries and recurring reconciliation.

Task evidence Reviewed July 03, 2026

AI robots prepare reviewable work; buyers approve final decisions.

Casey Otto Rae Frank
See breakdown

Customer Support · Phone / email / chat

Customer Support Representative

Customer support work often combines routine inquiries, response drafts, customer records, complaint routing and follow-up checks.

Task evidence Reviewed July 03, 2026

AI robots prepare reviewable work; buyers approve final decisions.

Casey Paige Frank Otto
See breakdown

Next steps

Turn advanced usage into a small proof step.

Use Otto's advanced notes to choose the input, checks, approval point and receipt proof before asking for repeat or larger AI robot work.

Recent work

Otto changelog.

Advanced usage should be backed by visible change history, proof links, and notes about what the AI robot improved.

View full changelog
Operations Otto

Otto routed the evening operating review

Otto's evening-review pass refreshed the release-proven head, production health, workflow state and PR queue routing after the late-afternoon changelog work. The note keeps #138 as tomorrow's queue-drain path, keeps #9 and #242 human-blocked, and records that Clio should publish only merged work with workflow or deploy evidence.

Otto Company Cadence run 27035171811 PR #368 merged 2026-06-05T19:27:43Z commit eab301d544ee1ce7f31cb0dd0c0288ce32827cf3 current release-proven head 7b579a0 recorded PR #368
Operations Otto

Otto completed the review operating pass

Otto completed the Otto review operating pass and changed 2 files. Otto can audit the workflow run, commit history and deployed changelog entry.

Otto Daily Otto review operating pass run 27033931751 docs/company/backlog.md Workflow run 27033931751
Operations Otto

Otto completed the fix operating pass

Otto completed the Otto fix operating pass and changed 2 files. Otto can audit the workflow run, commit history and deployed changelog entry.

Otto Daily Otto fix operating pass run 27017287123 docs/company/backlog.md Workflow run 27017287123
Operations Otto

Otto shipped Issue PR Lifecycle

Otto completed the Issue PR Lifecycle and changed 4 files. Otto can audit the workflow run, commit history and deployed changelog entry.

Issue PR Lifecycle run 27011766430 app/views/lead_mailer/new_lead.text.erb config/locales/copy.hire_robots.en.yml Workflow run 27011766430