Map a 90-day path
Build · Deploy · Run

Give every AI app an owner, a release path, and a control record.

Forge scopes what is worth building. Factory ships it with release checks. Pulse keeps support, risk, value, and change history visible after launch.

Map a 90-day path See the operating model
Forge

Scope the work

Define outcome, owner, systems, controls, proof, and value before anyone ships.

Factory

Ship with checks

Deploy through ChangeFabric, your team, or the AI tools already in motion, without losing the release record.

Pulse

Run with control

Keep each app supported, measured, and visible in production.

Executive control record

Every AI app should show who owns it, how it shipped, and why it is safe to keep running.

Forge captures intent. Factory records release. Pulse keeps value, provenance, ownership, support, and risk in one production record.

changefabric.ai/forge/runs/r-8f3a91 Live
Forge run · executed 12 seconds ago
pr-automation Engineering
changefabric / pr #429 · 47s
CFO view
$95
Time recovered
38 min
Tier
Quality
MTD recovered
$22.4k
CTO view
Pass
Audit hash
8f3a91…ec2
Approval path
Content review
Verification
Tests 42/42
Scope with Forge

Turn AI requests into approved blueprints.

Forge turns scattered prompts, vendor features, scripts, and workflow requests into approved app blueprints: outcome, owner, systems, controls, proof, and value.

changefabric.ai/forge/factory/wf-payment-fraud-review Live
Security Verify · running
Factory release walkthrough

See how one workflow becomes a controlled release.

One workflow, six steps, the same release pattern across every Factory deployment. The examples rotate; the record stays the same. The counter shows dollars saved on this run: time saved times hourly rate, minus build and token cost.

Ticket arrives Saved this run $0
Run context architecture-standardization
Standard service boundary + API contract
Systems auth, billing, events, reporting
Decision reuse platform pattern
Evidence ADR + owner + rollback path
Run context release-handoff
Standard release checklist
Systems git, CI, security scan
Decision ship behind reviewed change
Evidence PR, tests, handoff note
Run context security-review
Standard security gate
Systems admin scope, IAM, deps
Decision security review required
Evidence findings + approval hash
Run context brand-voice-correction
Standard market voice guide
Systems docs, style checks, review
Decision publish after human edit
Evidence diff, score, reviewer
Run context capacity-forecast
Standard capacity planning model
Systems pipeline, utilization, staffing
Decision defer hire, reallocate ramp
Evidence forecast + COO sign-off
  1. 1
    Architecture request captured

    Customer portal workflow · touches auth, billing, events, and reporting.

  2. 2
    Context assembled

    ADRs → service map → API contracts → data boundaries → runbooks.

  3. 3
    Standards compared

    Tenancy, naming, observability, auth, and event contracts checked against baseline.

  4. 4
    Blueprint standardized

    One service boundary · REST facade · event handoff · owner map · rollback path.

  5. 5
    Architecture owner signs

    Exception list approved · ADR linked · evidence hash a91c4e...

  6. 6
    Context written to Pulse

    Factory template ready · architecture record updated · $260 saved.

  1. 1
    Ticket arrives

    PROJ-1248 · Ship password-reset feature.

  2. 2
    Forge drafts the plan

    Pulling ticket → drafting spec → identifying affected services → generating test plan.

  3. 3
    Branch + commit + tests

    $ git push origin auth/password-reset · 47/47 tests passing

  4. 4
    PR opens

    pr #1247 opened · 2 files · 184 lines · auto-summary attached

  5. 5
    Security review attached

    Auth review: clean. Snyk triage: no new CVEs.

  6. 6
    Handoff + value logged

    #eng-shipped: $187 saved, workflow record written to Pulse.

  1. 1
    Merge request hits the gate

    svc-billing · merge to main · touches /admin scope.

  2. 2
    Forge runs the review

    Pulling diff → OWASP scan → secret-scan → dependency CVEs → IAM impact.

  3. 3
    Findings + tier assigned

    0 high · 2 medium · 4 low · tier: Risk avoidance · fully-loaded value $340

  4. 4
    Policy gate fires

    admin-scope change → security gate required · paused awaiting security approval

  5. 5
    Approver signs

    security approval → approved with note · evidence hash c4d2f0…811

  6. 6
    Compliance evidence written

    SOC 2 ledger updated · 6 gates re-verified · $340 saved, board-ready.

  1. 1
    Draft submitted for review

    pulse-launch.md · 1,420 words · marketing draft.

  2. 2
    Forge reads the brand voice

    Pulling style guide → banned-word grep → tone analysis → length check.

  3. 3
    Edits proposed

    12 corrections · 3 banned-word swaps · 2 sentence-fragment fixes

  4. 4
    Human approves with one tweak

    content review accepts 11/12 · keeps "ramp" instead of "scale"

  5. 5
    Document published

    pulse-launch.md → docs site · brand-voice gate: pass

  6. 6
    Logged to Pulse

    Tier: Routine · $48 saved · workflow record written.

  1. 1
    Forecast cycle triggered

    Q3 capacity forecast · 12 active workflows · 30 day horizon.

  2. 2
    Forge pulls the signals

    Workflow health → utilization → pipeline weighted → hiring lag → known leaves.

  3. 3
    Drift detected

    Engineering capacity gap ↑ 6% week-over-week · likely Q3 over-capacity by 2.3 FTE.

  4. 4
    Recommendations drafted

    Defer Eng-2 hire · reallocate to Pulse capability ramp · attribute $42k saved.

  5. 5
    COO reviews + signs

    leadership review → accepted with adjustment · evidence hash 5e2b77…

  6. 6
    Forecast posted to leadership

    Pulse dashboard updated · $220 saved on this run · tier: Risk avoidance.

or scroll Auto-cycling workflows every ~12s
Ship with Factory

Ship AI apps without losing the release record.

You do not have to pause AI adoption to control it. Factory turns approved blueprints into working apps using ChangeFabric, your team, Cursor, Claude, ChatGPT, n8n, internal scripts, or a custom agent platform, with checks, release evidence, and support handoff built in.

changefabric.ai/forge/library/capability Live
84 capabilities · 10 domains · ramp independently
Starter Standard Senior
Engineering Lifecycle
20 Senior
Docs & Brand
11 Standard
Ops & Media
10 Standard
Platform / Meta
9 Standard
Workflows
8 Standard
Security
7 Starter
Thinking
6 Starter
Design
5 Starter
Research
4 Starter
DevOps
4 Starter
Each meter is its own dial. Add factory capabilities in a domain → ramp that domain. Tier marks at 33% / 66% / 100% of headroom.
Attributed value

Know what AI is actually returning.

Every app carries the math: time saved times role rate, minus build and token cost, tied to the Pulse production record.

TierTime savedInternal rateExamples
Routine15–45 min$150Status reports, grant packets, intake routing
Quality30–90 min$150Test generation, quality checks, API review
Risk avoidance60–180 min$150Security review, change control, compliance evidence

200 managed workflow runs per month × 45 minutes saved each = 150 hours of capacity recovered = $22,500/mo at $150/hour.

What five Factory capabilities can return.

Add five Factory capabilities at Quality tier. 200 runs/month each × 30 minutes saved × $150/hour = $7,500/mo per capability. Five capabilities = $37,500/mo recovered, tied to the production records Pulse manages.

"But doesn't AI make math and code errors?"

Real concern, real answer. ChangeFabric does not blindly trust model output. Runs can require verification, tests, type checks, deterministic math, policy gates, and named human approval before Pulse treats the app as ready.

Run in Pulse

Keep production AI accountable.

Pulse is the run layer: ownership, support, change management, security posture, evidence, value, and lifecycle health after Factory hands the app off.

changefabric.ai/pulse/governance/signals Live
Watching · 312 runs/hr · 47 policy gates · 12 connectors
47/47
Gates green
312
Runs / hr
2
Open tickets
8.4k
Replayable
Recent governance signals
Policy halt · agent attempted deprecated /admin/users at 14:32 UTC, change ticket #C-1142 opened, security on-call paged
Named ownership
Every workflow has an accountable owner and support path.
Change control
Reviewed, approved, logged, and ready to explain.
Evidence & replay
Every run stays inspectable when questions come up.
Security signals
Suspicious calls halted, ticketed, and surfaced.
Support & escalations
A clear route for the work the gates catch.
Value tracking
Capacity, cost, and risk reduction tied back to the workflow.
Integrations

Your tools can come with you.

Bring OAuth, API keys, MCP, and adapters for the AI tools your teams already use. Factory keeps the path flexible and the evidence intact.

changefabric.ai/pulse/connectors/health Live
30+ integrations · last sync per source
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Accepting 20 design partners.

Show us where AI is already doing real work. Within three business days you get a 90-day path for the first workflow:

Scope with Forge
Outcome, owner, systems, controls, proof, value.
Ship with Factory
Working app, release checks, handoff, evidence.
Run in Pulse
Owner, support, risk, value, change history.

Scope and pricing discussed with a human, not a quote engine.

Map a 90-day path See deployment paths
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