SPM
Successful Project Manager

Ship product. With AI in the room.

Agile software delivery and product management, augmented by Claude. Frameworks, templates, case-studies, blog, and resources — run by Mat Siems.

See pricingWhat an AI PM does →
AI PM

What an AI-augmented product manager actually does, day-to-day.

Workflows

Daily pipelines: PAD, LAD, AAD, IAD, VAD, BAD, Appadday.

Agents

Interactive topology of every agent in the appai + abc stack.

Pricing

Consulting in POMs, Managed Agents, and API resell — all clear.

The ultimate AI PM workflow

Zero to hero, idea to prod, red to green.

A TDD-shaped product loop where every gate is binary — tests pass or fail, UAT signs off or doesn't, security clears or blocks. No "kinda done" states, no waterfalls hiding inside sprints. SPM Agent runs the wheel; you review the diffs.

  1. 01
    Vision
    problem + outcome
  2. 02
    JSX
    clickable mockup
  3. 03
    PRD
    user outcomes
  4. 04
    Spec
    interfaces + AC
  5. 05
    Tests
    failing first
  6. 06
    QA fail
    red gate
  7. 07
    Build Vx
    agent writes diff
↓ red gate breaks the chain ↓ agent earns green ↓
  1. 08
    QA pass
    green gate
  2. 09
    UAT
    human review
  3. 10
    UAT updates
    triage P0/P1
  4. 11
    Security
    /security-review
  5. 12
    Prod
    canary → ramp
  6. 13
    Vx + 1
    loop close
The Ultimate AI PM Workflow — idea to prod, red to green, Vx → Vx+113 stages · TDD-shaped · every gate is binaryVisionproblem + outcomeJSXclickable mockupPRDuser outcomesSpecinterfaces + ACTestsfailing firstQA failred gateredBuild Vxagent writes codeQA passgreen gateUAThuman reviewUAT updatestriage P0/P1Security/security-reviewProdcanary → rampVx + 1 — telemetry + UAT triage feed the next visionLegendRed — tests fail, blocks buildGreen — tests pass, advanceTriage — UAT findings to next VxBrand — agent-owned stage010203040506070809101112
See every diagramOpen the master diagramWho runs it: SPM Agent →
R

Red — fail first

Every feature starts as a failing test. If you can't write the failing test, you don't understand the feature yet — go back to the spec.

G

Green — earn the pass

Agent writes the smallest diff that flips the test green. Human reviews the PR. Refactor only after every test is green.

↻

Vx → Vx+1 — close the loop

UAT triage + prod telemetry become next vision input. Most products die from forgetting this loop, not from failing it.

Solutions

Four products that ship the loop.

SPM Agent runs the project. AgentAI manages every agent in it. PersonAI gives them a face. AIOS is the cockpit you live in all day.

SPM Agent

Live

Manage any project with AI on autopilot.

A persistent project-manager agent that owns the loop from idea to prod — vision, JSX, PRD, spec, tests, build, QA, UAT, security, release — and ships the next version while you sleep.

  • Per-project skill scoped to your repo + your house style
  • Daily standup digest pushed to Slack/Teams
  • PBI grooming + acceptance-criteria authoring
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AgentAI

Beta

AI agents management — the control plane for every agent you run.

A single cockpit to design, deploy, observe, and retire every Claude agent in your org. Skills, triggers, memory, cost, escalation policy — one pane of glass.

  • Agent registry with role + scope + owner per entry
  • Live invocation log with token + cost + latency per call
  • Skill marketplace: install, version, share inside the org
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PersonAI

Beta

AI agent personas management — give every agent a face, a voice, and a memory.

The persona layer that sits under every agent — name, role, tone, knowledge cut, refusal posture, escalation chain. Cloneable, versionable, comparable.

  • Persona file: name, role, tone, refusal rules, escalation chain
  • Version history with diff + rollback
  • Clone-and-tune for new variants without forking the whole agent
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AIOS

Live

AI Operating System for AI-preneurs — your whole stack, one cockpit.

The master workspace for solo operators and small teams running an AI-native business. Workspace UI, 13 Fox agents, Claude API proxy, templates, history, settings — all local-first, all yours.

  • V3 Master Fox workspace UI on localhost:3000/workspace
  • FastAPI sidecar on port 5400 for local-only operations
  • 13 Fox agents covering the AI-preneur surface area
Read more
All solutions — use-cases, industries, products →
What you get

Frameworks, not vibes.

Concrete delivery playbooks, ADR templates, intake → proposal → shipped-product loops, and a skill library tuned to your stack.

How you buy

POMs, not retainers.

One POM = 25 minutes. Blocks from 5 to 20 POMs, plus Managed Agents from £1 / agent-hour. No minimums, no lock-in.

Who runs it

One operator. One stack.

Mat Siems. 13 live sites, the AppAI cockpit, the ABC skill family, and a fleet of agents — all the same stack you'll be using.

Book a free POM callBrowse the 2025 archive →