Start an engagement
Forward-Deployed AI Execution

SDLC & Product Development
Outcome Packages

Ten forward-deployed outcome packages spanning the full product development lifecycle — from business case to ongoing operations. Your SME expertise × Warren's execution speed. Every package ends at a deterministic gate that either passes or doesn't.

10
outcome packages
SDLC
full lifecycle coverage
Gate-based
pass / fail, no ambiguity
10×
execution velocity
The Catalogue

Ten outcome packages across the lifecycle

Each package names the outcome, the concrete deliverables, and the deterministic gate that closes it. Pick a single package or chain several into a full engagement.

Phase 1 · Discovery01

Rapid Business Case Builder

EBITDA impact modeling, stakeholder alignment documentation, and investment thesis validation — from ambiguity to board-ready narrative.

  • Financial impact model with sensitivity analysis
  • Stakeholder alignment map & influence matrix
  • Executive-ready business case document
  • Risk-adjusted ROI projections
Gate: signed business case 2–3 weeks
Phase 1 · Discovery02

Requirements Engineering

Transform SME domain knowledge into structured user stories, acceptance criteria, and dependency maps that development teams can execute against.

  • Prioritized user story backlog with acceptance criteria
  • Dependency mapping & integration requirements
  • Non-functional requirements specification
  • Traceability matrix (requirement → deliverable)
Gate: testable acceptance criteria 2–4 weeks
Phase 2 · Architecture03

Architecture Assessment

Tech stack evaluation, integration analysis, and risk assessment. Current-state mapping to target-state architecture with migration pathways.

  • Current-state architecture documentation
  • Target-state architecture with decision rationale
  • Integration risk assessment & mitigation plan
  • Technology selection matrix with trade-off analysis
Gate: architecture review approved 2–3 weeks
Phase 3 · Planning04

Sprint Planning & Sequencing

Sprint roadmaps with team track separation, velocity modeling, and dependency-aware sequencing. From backlog to executable delivery plan.

  • Sprint-level delivery roadmap with milestones
  • Team track separation & resource allocation
  • Velocity model with confidence intervals
  • Critical path analysis & risk buffer planning
Gate: signed sprint plan 1–2 weeks
Phase 3 · Planning05

Platform Economics

Cost modeling, vendor evaluation, and build-vs-buy analysis. Map your cost structure and identify the 80/20 optimizations before committing capital.

  • Total cost of ownership model (3-year horizon)
  • Vendor evaluation matrix with scoring
  • Build vs. buy decision framework
  • Cost optimization roadmap with EBITDA impact
Gate: financial model validated 2–3 weeks
Phase 4 · Execution06

Delivery Intelligence

Real-time status aggregation, blocker detection, and change tracking across delivery streams. Warren monitors everything — you focus on decisions.

  • Automated status aggregation dashboard
  • Blocker detection & escalation protocols
  • Change impact analysis & drift tracking
  • Weekly delivery intelligence briefings
Gate: operational dashboard live Ongoing
Phase 4 · Execution07

Product Operations & Portfolio Intelligence

Portfolio dashboards, cross-team visibility, and decision logging. The operational backbone that keeps complex programs aligned and moving.

  • Portfolio-level operations dashboard
  • Cross-team dependency tracking & visibility
  • Decision log with rationale & outcomes
  • Operational cadence design & facilitation support
Gate: portfolio visibility live Ongoing
Phase 2 · Architecture08

Gap Analysis & Remediation

Current vs. target state mapping with prioritized remediation roadmaps. Identify what's missing, what's broken, and what to fix first.

  • Current vs. target state gap matrix
  • Prioritized remediation roadmap
  • Effort estimation per remediation item
  • Quick-win identification (30/60/90 day)
Gate: remediation plan accepted 2–3 weeks
Phase 5 · Communication09

Stakeholder Communication

Executive briefings, board decks, and progress narratives. Transform raw delivery data into compelling stories that move decisions.

  • Executive briefing templates & cadence
  • Board-ready presentation decks
  • Progress narratives with data-backed insights
  • Stakeholder-specific communication plans
Gate: comms cadence established Ongoing
Phase 5 · Communication10

Process Documentation & Playbooks

SOPs, runbooks, and knowledge capture. Every decision, process, and lesson learned — documented and reusable for the next engagement.

  • Standard Operating Procedures (SOPs)
  • Technical & operational runbooks
  • Knowledge base with searchable decision history
  • Onboarding playbooks for new team members
Gate: knowledge base delivered Ongoing
The Framework

Deterministic gates + probabilistic methods

The engine is an AI that generates candidate work fast — a probabilistic method. The guarantee is a deterministic gate — an objective check that either passes or fails. Speed comes from the method; trust comes from the gate.

Deterministic gates objective

  • Every package closes at a gate a human can verify without judgment calls
  • Business case signed or not — no "looks good"
  • Financial models validated against source data
  • 100% of deliverables enumerated and checked
  • Evidence attached to every gate — raw output, not narrative

Probabilistic methods generative

  • AI-driven generation produces candidate work at machine speed
  • Rapid drafting of business cases, requirements, and roadmaps
  • Exploring multiple strategic approaches cheaply
  • Pattern recognition across domains and engagements
  • SME review as the reinforcement signal — every correction sharpens the process
How It Works

The IP flywheel

A tight, repeatable loop. Each engagement captures expert decision processes that compound across every future deployment.

01 · Engage

Engage the SME

Your domain expert works with Warren on a real business problem. Warren captures their decision-making process — not just outputs.

02 · Capture

Capture the Process

Every correction, judgment call, and domain heuristic becomes encoded knowledge. Warren learns what "good" looks like from your expert.

03 · Execute

Execute at Speed

Warren produces deliverables at 10× speed using captured expertise. Deterministic gates ensure consistency. The SME reviews and refines.

04 · Compound

Compound the IP

Each engagement sharpens the framework. New domains add new lenses. The process gets better with every SME who works through Warren.

Full Engagement Process

From first call to shipped outcome

How a package runs end to end. Predictable, evidenced, and gated at every handoff.

Day 0 · Intake

Scope & gate definition

We agree the outcome, the deliverables, and the exact deterministic gate. Fixed scope, fixed outcome. No ambiguity on what "done" means.

Day 1 · Kickoff

SME onboarding & context capture

Warren ingests existing documentation, transcripts, and domain context. The SME walks through their decision framework — Warren encodes it.

Build Window

Generate → gate loop

Warren produces candidate deliverables at machine speed. The SME reviews, corrects, and refines. Each correction sharpens the process. Progress is visible as artifacts, not status updates.

Handoff

Gate review & sign-off

Deterministic gate runs against the final deliverables. Evidence attached. Human sign-off required. No "looks good" — the gate passes or it doesn't.

Close

Knowledge capture & IP transfer

Decision rationale, corrections, and domain heuristics extracted and stored. This is the IP that compounds. Next package queued if wanted.

The Compound Effect

Why this compounds — and why it's different from generic AI

We're collecting expert decision processes, not just data. That compounds in a way raw information doesn't.

1

Engagement 1: Build from Scratch

SME and Warren build the process together. Every correction = training data. The expert's judgment gets encoded into repeatable workflows.

2

Engagement 2: Start Higher

New client, proven process. A different SME's corrections add a new domain lens. The framework sharpens with each perspective.

N

Engagement N: Compound Advantage

Framework hardened by multiple SME perspectives across domains. Each new engagement starts from a higher baseline than the last. This is the IP goldmine.

Your SME Expertise × Warren's Execution Speed = 10× Operational Velocity

Every engagement captures expert decision processes. Every correction sharpens the framework. The IP compounds — and your competitive advantage widens with each deployment.

Choose a package →