Your AI writes code in seconds. Your senior engineers spend hours fixing it.
Standard AI coding assistants act like junior developers: they lose context, break tests, and generate spaghetti code. This manual review cycle is the context debt tax — a bottleneck that destroys the ROI of AI development.
Legacy AI Coding ROI
1.2x – 1.8x
Optimal
Realized.Dev Factory ROI
3.5x – 8.0x
AI DRAFT
BROKEN TESTS
BottleneckSenior Engineer
90% LATENCY LOSS
DEBUGGING REGRESSIONS
MERGE CONFLICTS
SPAGHETTI CODE
Natively Integrated
VERSION CONTROLISSUE TRACKINGCI/CD PIPELINESCLOUD AGENTSLOCAL INFERENCEENTERPRISE AI ORCHESTRATION
3.5x–8x ROI
Verified Across Engineering Deployments
How It Works
The Autonomous Execution Loop
Four phases. Continuous synthesis. The spec is the immutable law.
01
SenseAudit
Webhooks trigger autonomous, read-only sweeps of your codebase to catch regressions.
0Code touched
02
ReasonTriage
The orchestrator grooms the backlog and pre-computes execution plans in strict Plan Mode.
0 driftSpec is Law
03
ActDispatch
Plans are dispatched to parallel cloud agents running strict Red/Green/Refactor loops.
∞Isolated branches
04
LearnIntake
Automated PR gatekeepers verify traceability and test coverage before human review.
100%Verified
Engine
A·CORE
Phase 01 / 04
01
SenseAudit
Webhooks trigger autonomous, read-only sweeps of your codebase to catch regressions.
0Code touched
02
Reason
Triage
The orchestrator grooms the backlog and pre-computes execution plans in strict Plan Mode.
0 driftSpec is Law
03
ActDispatch
Plans are dispatched to parallel cloud agents running strict Red/Green/Refactor loops.
∞Isolated branches
04
Learn
Intake
Automated PR gatekeepers verify traceability and test coverage before human review.
100%Verified
System Status · Continuous Optimization Cycle Active
We eliminate context debt. Multi-agent orchestration replaces spaghetti code and infinite debugging loops with a deterministic, test-driven assembly line.
0x
Return on Investment · vs. legacy AI coding
0xIndustry benchmark · 0–10x ROI10x
Legacy AI Coding0.0x
Realized.Dev Factory8.0x
Zero Context Debt01
01 →
Specs drive the code, never the reverse
src · SRC · Strict TDD harness
1 to 100 Parallel Execution02
02 →
Scale features simultaneously via cloud-isolated agents
src · SRC · Dispatch architecture
24/7 PM & QA03
03 →
Event-driven backlog grooming and test verification
src · SRC · Event-driven orchestrator
Methodology · Hard-dollar, not hours saved
Per-repository baselines captured in discovery; ROI booked against shipped, test-verified pull requests — not survey data.
Four domains where autonomous execution compounds into measurable outcome change — deployed inside the systems your operators already run.
04 domains · 16+ systemsDOM.01 — DOM.04
DOM.01Supply Chain
For COO · VP Operations
Self-Healing Logistics Networks
Agents continuously re-plan inventory, sourcing, and routing against live demand, supplier, and disruption signals — closing the loop without ticket queues.
Runs inside ·SAP IBPOracle SCMManhattan WMSEDI / API
↓ 30–40%
Stockouts
↓ 20%
Logistics cost
Before → After
Weekly S&OP cycle, manual expedites
Continuous re-plan, autonomous routing
DOM.02Finance & ERP
For CFO · Controller
Intelligent Operations
Continuous close, perpetual reconciliation, and policy-bounded execution across your financial stack — every action signed, every variance traced.
Runs inside ·SAP S/4Oracle FusionBlackLineWorkday
T+1
Close cadence
100%
Auto-recon
Before → After
Period-end sprints, swivel-chair tie-outs
Always-on close, FINMA audit-ready
DOM.03Sales & CRM
For CRO · RevOps
Revenue Orchestration
Agents own pipeline hygiene, opportunity routing, and follow-through across the funnel — so AEs stay in front of customers, not their CRM.
Runs inside ·SalesforceHubSpotGongOutreach
100%
AE selling time
↓ 60%
CRM admin
Before → After
Reps as data-entry clerks
Reps as closers; CRM kept by agents
DOM.04GRC
For CISO · Chief Risk Officer
Continuous Assurance
Policy enforcement and evidence collection happen inside the workflow, not after it. Every agent action carries an immutable, signed audit trail.
Runs inside ·OneTrustServiceNow GRCSplunkOPA
24/7
Monitoring
0
Audit-sprint days
Before → After
Quarterly audit fire-drills
Perpetual, signed evidence stream
01/04Scroll to advance · every outcome maps to a signed action log
The Infrastructure
Privacy-First, Fixed-Cost Frontier AI
You don't need to send your proprietary codebase to third-party APIs. We deploy orchestrators on dedicated VPS infrastructure.
Runs on
LOCAL FRONTIER MoE
$0 / TOKEN API COSTS
ZERO IP LEAKAGE
EVENT-DRIVEN
DEDICATED VPS
ASI01 · ASI02
01 · Local Frontier MoE
We leverage local inference engines and unified memory hierarchies to run frontier-class models directly on dedicated hardware.
ASI08 · ASI10
02 · $0 / Token API Costs
Because the orchestrator runs locally, it can poll, audit, and analyze your repository infinitely without API rate limits or runaway token bills.
ASI09
03 · Zero IP Leakage
Your architecture diagrams, security findings, and proprietary code never leave the deployment.
AUDIT
04 · Event-Driven
The orchestrator acts as a relentless, asynchronous PM and QA lead, reacting to version control webhooks 24/7.
OWASP ASI 2026 · Full Mapping
10 / 10 risks → product features
The 60-Day Staircase
No pilot purgatory. A measurable milestone every phase.
Autonomy expands as risk contracts. Each phase ships a deterministic milestone and an auditable KPI — never a vague pilot extension.
Day 0
Day 20
Day 45
Day 60+
Phase 01
Days 1–20
0%
Write surface
Read-Only Observation
Read-Only Observation
We deploy the orchestrator in read-only mode against your repository. It analyzes test coverage, flags spec deviations, and builds a technical debt ledger.
ScopeObserve · AnalyzeZero write access
Agent autonomy18%
Residual risk92%
Human-in-the-loop
100% human execution
Phase exit milestone
→ Baseline Context Debt quantified
Phase 02
Days 21–45
100%
Test-first compliance
Supervised Execution
Supervised Execution
Your engineers run our TDD orchestrator locally. The agent drafts Red/Green/Refactor loops on priority issues, forcing test-first compliance.
ScopeRed · Green · RefactorLocal, engineer-supervised
Agent autonomy58%
Residual risk42%
Human-in-the-loop
100% review · 1-click approval
Phase exit milestone
→ First AI-shipped features pass CI/CD
Phase 03
Day 46+
8×
Elastic scale
Bounded Autonomy
Bounded Autonomy
Full Observe → Decide → Execute → Verify loop runs unattended. The system dispatches low-risk backlog items to isolated cloud agents asynchronously.
A scoped Phase 01 candidate pipeline with quantified Context Debt.
Enterprise Systems
Looking to automate legacy systems of record? While our core focus is AI software engineering, we also deploy agentic workflows across traditional enterprise environments. Explore integrations for enterprise legacy tools.