Governed AI Operations for Lean Teams

Delegate More of the Business Without Losing Control

Multiply maps how a workflow really works, puts enforceable rules and approvals around it, runs it with agents, and records the evidence. Your lean team gets more execution capacity without giving up context, judgment, or accountability.

Find Your First Workflow Worth Multiplying View Pricing ↓

Map. Govern. Run. Prove.

The model turns a promising automation into an operation your team can understand, control, and evaluate.

Map

Choose a workflow worth delegating, trace the real inputs and handoffs, and define what a successful run actually means.

Govern

Turn ownership, context, approval points, privacy rules, budgets, and stop conditions into enforceable operating boundaries.

Run

Put the workflow into production with agents handling the repeatable work and people retaining control of sensitive decisions.

Prove

Record completed work, cycle time, approvals, exceptions, rework, and outcomes with explicit measured-versus-estimated provenance.

From tribal knowledge to reliable execution

Your Operating Context, Turned Into Execution

The details that keep a company running usually live in a founder's head, scattered Slack threads, and one employee's muscle memory. Multiply captures the parts agents need and puts them directly into governed workflows.

This is not a giant wiki project. The context exists to make delegation safer, execution more consistent, and a lean team more effective without adding coordination overhead.

  • Architecture and Ownership

    Agents know which systems own each decision, where work belongs, and which boundaries they cannot cross.

  • Enforceable Rules

    Operating standards become guardrails in the workflow, not suggestions buried in a document.

  • Runbooks That Execute

    Recurring work and incident response follow clear steps, checks, stop conditions, and escalation paths.

  • Decision Rationale

    Agents retain why important choices were made, so they do not casually undo hard-won constraints.

  • Human Approvals and Guardrails

    Your team keeps control of sensitive actions while routine preparation and routing keep moving.

  • Measurable Workflows

    Owners, handoffs, outcomes, and failures become visible enough to improve instead of guess at.

Audit. Build. Operate.

Each stage has a concrete deliverable. The work does not stop at a strategy deck or a prototype.

01

Audit

A workflow map, current-state evidence plan, risk and approval inventory, and a ranked first build. Unknown baselines stay unknown.

02

Build

A production workflow with operating context, integrations, guardrails, human review points, telemetry, tests, and an incident runbook.

03

Operate

Ongoing monitoring, exception handling, evidence review, workflow maintenance, and measured improvement as real runs accumulate.

Proof before claims

Measured Work, With the Receipts Attached

Multiply starts measurement from a known date and keeps source references behind every fact. If a baseline or outcome was never recorded, it stays unknown instead of becoming an estimate dressed up as a result.

Case-study facts need a sufficient sample, a real time window, complete observed data, and privacy review. Until then, the honest answer is: not enough evidence yet.

  • Work completed and the exact measurement window
  • Start, finish, and cycle time when source timestamps exist
  • Human, agent, or hybrid initiation and involvement
  • Approvals, exceptions, failures, and observed rework
  • Business outcomes only when a source actually records them
  • Observed, estimated, and inferred values kept visibly separate

More Delegation, Clearer Control

Start with recurring work that has a clear owner and observable outcome. Agents can handle preparation, routing, monitoring, and follow-up while approvals, exceptions, and accountability stay visible to your team.

Find Your First Workflow
Turn repetitive drafting, routing, and follow-up into structured workflows
Move from signal to outreach faster with RunPR.ai workflows
Move from RFP intake to first draft to review faster with WizardRFP workflows
Keep hiring moving with coordination, research, and follow-up support
Generate competitive intel, summaries, and internal research without the usual manual drag
Create recurring reports, updates, and executive summaries automatically
Standardize approvals, escalations, and audit trails across key workflows
Support multi-team and multi-location operations with clearer process and visibility

Use Cases Across Your Business

Multiply is not just for code. It is for any part of the business where recurring work can be structured, reviewed, and improved.

Growth and Marketing

Campaign support, reporting, social workflows, lead research, enrichment, and follow-up systems that keep execution moving without more coordination overhead.

Hiring and HR

Candidate research, coordination support, interview follow-up, scorecard routing, and internal summaries that reduce recruiting admin drag.

Research, Operations, and Multi-Location Teams

Competitive monitoring, weekly intelligence, shared reporting, approvals, and standardized execution across teams, business units, or locations.

No Vendor Lock-In

Everything we deploy is built on open-source OpenClaw. You own your playbooks, workflows, and operating logic. If you want to self-manage later, you can. Multiply is designed to create leverage, not dependency.

View on GitHub

Multiply Includes RunPR for PR Teams

Multiply clients get RunPR access when PR is part of their workflow. If you just want the software on its own, you can sign up directly.

Sign up at RunPR

Pricing

Simple monthly pricing for managed AI operations. No per-seat fees. No surprise usage pricing from us.

Operator

For teams getting their first high-leverage workflows in place.

$2,000/mo
  • 1 workspace
  • Workflow audit and setup
  • Standard playbook structure
  • Ongoing support

Example builds

  • Talent intake. Pulls resumes from email, Messages, or your ATS, scores candidates against your rubric, schedules the strong ones, and keeps your tracker current.
  • PR pitching. Drafts pitches in your voice, watches the news for hooks, and queues each one for your approval before it sends.
  • Inbox and scheduling. Triages your inbox, drafts replies for review, and runs the back-and-forth of getting things on the calendar.

$1,500 one-time setup fee

Multi-workflow

Command

For teams ready to operationalize across multiple workflows.

$4,000/mo
  • Multiple workspaces
  • Custom playbooks and routing
  • Weekly optimization reviews
  • Priority support

Example builds

  • Ops director. Lives across your email, calendar, Slack, docs, and CRM. Drafts replies, organizes your inbox, prepares briefs, runs follow-ups, and builds org charts on request.
  • Full-cycle PR operator. Drafts pitches, routes each one through the required approval, records actual delivery, tracks replies, and keeps coverage outcomes distinct.
  • Outbound voice and intake. Places calls, qualifies leads, and hands off the warm ones, paired with the follow-up that comes after.

$1,500 one-time setup fee

Fleet

For larger teams, multi-location organizations, and custom operating environments.

Custom
  • Unlimited workspaces
  • Custom integrations and operating flows
  • Dedicated account manager
  • SLA and on-call support

Example builds

  • PR, ops, and talent in parallel. Several operators running at once, each owning its function and sharing context.
  • Multi-location rollout. The same operator pattern installed across offices or brands, tuned per site and managed centrally.
  • Custom operating environment. Specialized vertical workflows, bespoke integrations, and routing built for how your organization actually runs.

Setup fee included

Talk to Us

Common questions

What does Multiply actually do?

Multiply turns a real business workflow into governed agent execution, then records what happened so you can operate and improve it without relying on a demo or a promise.

Is this only for engineering teams?

No. Multiply can support engineering, but it is just as useful for growth, PR, hiring, research, operations, and cross-functional execution.

How does this relate to RunPR.ai and WizardRFP?

RunPR.ai and WizardRFP are specialized products. Multiply is the managed operating layer that helps teams get more leverage from systems like those while also supporting the workflows around them.

Do we stay in control?

Yes. Each workflow defines what agents may do, what requires approval, what stops the run, and what evidence is retained. Sensitive actions stay behind the review boundaries you choose.

Can this work across multiple teams or locations?

Yes. Multiply is a strong fit for organizations that want more consistent workflows, approvals, reporting, and execution across teams, clients, or locations.

Can we self-manage later?

Yes. Everything is built on open-source OpenClaw. You own the playbooks, workflows, and operating logic.

Find Your First Workflow Worth Multiplying

Bring one recurring workflow that is slow, fragile, or stuck in someone's head. We'll map the work, the controls it needs, and the evidence that would prove it is worth operating.

Book an AI Ops Audit

No fabricated ROI model. The first step is a practical workflow and evidence plan.