GV
AI Workforce · Autonomous Software Development

Software Dark Factory as CLI Harness

An autonomous software production line staffed with an AI workforce that turns specifications into working enterprise software overnight. Your specification becomes its own test suite before the first line of code is written — and you review finished, verified work; you don't babysit the build. The name is the metaphor: a factory so automated it runs with the lights off.

10×
The Second 10×
Used correctly, AI coding agents can make a developer 10× more productive. The Dark Factory is built to deliver the next 10× on top of them — many agents, supervised and gated, working as one production line instead of one assistant in one editor. The workforce mixes itself automatically: frontier models as architects, engineers, planners, and advisers; prolific low-cost models as the tireless workers on the line.
Ingest · Spec becomes contract
1
The Spec Becomes the Contract
Before any code exists, your specification is compiled into a machine-checkable contract — every declared function and invariant maps to both a build task and an automated gate. Coverage is enforced, not promised, and every spec line traces to the task that built it.
2
More Than Web Apps
From pure math libraries to full-stack enterprise consoles — CLI tools, headless services, libraries, and applications. Each language builds and tests inside its own hermetic sandbox.
Manufacture · Parallel, supervised lanes
3
Parallel Lanes That Respect Dependencies
Independent parts build concurrently — up to 12 lanes — while dependent parts automatically wait for their inputs. The plan itself enforces the order; nothing races ahead of what it needs.
4
A Watchdog for Wasted Work
When a worker spins without producing output, a supervisor detects it, cuts the loss, and briefs its replacement with precise instructions — instead of letting it burn budget.
5
Repairs, Not Coin-Flip Retries
Every retry carries the exact failure evidence — the traceback, the returned value, the property that failed — so the next attempt fixes the real cause. Genuinely hard problems escalate to the expert tier with full context.
6
Optimized Labor Costs
Routine tasks go to cheap, fast models; expert models are billed only for problems that actually need them. A cost structure no human team can match.
Attest · Verified before you see it
7
Layered Verification That Can't Be Gamed
Syntax, runtime, behavioral, adversarial ("real logic or a fake stub?"), and contract-compliance gates stand between every piece of code and the product. It caught and blocked the AI trying to cheat its own quality gates — it verifies the verifiers.
8
A Check That Didn't Run Never Passed
Gates report honestly when they couldn't execute — a skipped check is never counted as passed. No smeared failures, no false greens.
9
Works the Night Shift
Runs 24/7 unattended, resuming where it left off after any interruption. An immutable audit log records every action and decision — for compliance, review, and dispute resolution. Wall-clock scales with project size; supervision never sleeps.
10
Learns as It Goes
A playbook accumulates lessons within a production run and carries them into every retry instruction, so the same mistake isn't repeated twice.
AI Workforce · Autonomous Office

Enterprise Intelligence Operating System

AIcentric runs your whole company on a single connected system — sales, accounting, delivery, warehouses, HR — with a working AI analyst built into every module. The name is the thesis: the platform is AI-centric, but the discipline is bookkeeping-grade. Data entered once becomes every department's number; work that used to be re-typed between tools now hands itself off, verified at every step. You supervise outcomes and approve what matters — the system does the copying, reconciling, and chasing.

🏭
Develop-on-Demand — the Factory Is On Call
Customers demand functionality that doesn't exist yet — and the platform calls the Software Dark Factory as CLI Harness to develop it on demand. The capability is specified as a machine-checkable contract, built and verified by the AI workforce, and drops into this same system as a module. The roadmap stops being a waiting list.
Connect · One system of record
1
Every Department, One Database
Sales pipelines, invoices, payrolls, pick waves, tickets, and KPIs live in one schema. Post an invoice and AR aging, the trial balance, and every dashboard update together — there are no sync jobs to drift, no exports to reconcile, because there is only one copy of the truth.
2
Work Hands Itself Off
A timesheet becomes an invoice. A checkout becomes a pick wave and a ledger entry. Handoffs are idempotent by design — replaying one can't double-bill a customer, and a consumed order refuses a second checkout instead of silently duplicating revenue.
3
Your Company's Knowledge, Askable
Emails, chats, documents, and attachments are indexed into a private semantic index. Ask in plain language — "what did we promise Acme last quarter?" — and get answers drawn from your own records, traceable to the source.
Automate · The work moves itself
4
A Real Analyst in Every Module
Not chat bolted onto a dashboard: each area ships genuine compute — three-way invoice matching in accounting, FEFO bin allocation in the warehouse, deal-health scoring in sales, incident root-cause in service, earned-value in projects, route optimization in logistics. The math runs against your live tables.
5
A Copilot on Every Screen
The assistant reads and writes through the same permission system you do, and consequential actions wait behind approval gates. If an AI provider goes down, traffic fails over to another automatically — routine calls go to cheap fast models, expert models are billed only where they earn it.
6
Reach It Where You Already Work
The same assistant, permissions, and history are reachable from WhatsApp, Slack, Telegram, Discord, Teams, and email — so the field tech, the warehouse lead, and the CFO all talk to the same company brain.
Trust · Sealed, logged, honest
7
Isolation Is the Storage Layer, Not a Promise
Your company runs on its own database. Your records structurally cannot appear in another company's view — no policy to misconfigure. Roles ladder from Owner to Viewer and are enforced on every route.
8
Everything Writes Its Own Paper Trail
Every create, change, and deletion is logged with what changed and who changed it. Autonomous suggestions arrive as drafts — correlated anomalies, weekly reviews — and nothing consequential happens without a human approve or reject.
9
Skipped Checks Never Look Like Passes
Verification reports state plainly what ran and what couldn't. You get honest greens, not smeared ones — the same standard our own build line is held to.
10
Grows in Batches, Not Migrations
Thirteen business areas are live today; seven more arrive as drops into the same instance. No re-platforming, no data move, no "phase two" cliff — try the demo.
Active Production Modules
Thirteen connected business areas — live today in one system
🤝
AIcentricCRM
Sales Pipeline Management
Production Live
Pipeline Value $3.46M
Win Rate 42.8%
AI Copilot Built-in
  • 7-stage visual deal pipeline with drag-and-drop velocity tracking
  • Full record management across companies, contacts, quotes, tasks & meetings
  • Built-in AI copilot with live context on every screen
  • Automated live-computed pipeline valuation and deal health scoring
Flagship Module · Production Live Launch Console
🏛️
AIcentricERP
Accounting & Finance
Production Live
General Ledger $4.20M
PO Match Rate 98.4%
Audit Engine Benford Radar
  • Double-entry General Ledger with automated 4-line journal balancing
  • Automated 3-way PO matching and strict AP/AR aging schedules
  • Benford Law forensic audit radar detecting anomalies in real-time
  • Full multi-currency fiscal period reconciliation and tax ledgers
Financial Core · Production Live Launch Console
💼
AIcentricPSA
Time, Billing & Utilization
Production Live
Utilization 78.5%
Unbilled WIP $412.5K
Overtime Rules Automated
  • Real-time billable WIP tracking and consultant utilization analytics
  • Time & expense governance with automated approval workflows
  • Milestone-based retainer schedules and burn-down forecasting
  • FLSA overtime compliance engine with cross-module ERP billing sync
Services Engine · Production Live Launch Console
👥
AIcentricHCM
HR, Payroll & Recruiting
Production Live
Headcount 142 Staff
Payroll Run $840K/Mo
Attrition Risk Low (3.2%)
  • End-to-end recruiting pipeline with candidate scoring
  • Gross-to-net payroll workbench with FLSA 1.5× overtime calculations
  • 360° performance calibration matrix and attrition risk radar
  • Direct ERP tax reconciliation and benefits deduction ledger
Talent & Payroll · Production Live Launch Console
📈
AIcentricBI
Analytics & Executive Reporting
Production Live
Cross-Module Analytics Live
Semantic Layer One Source of Truth
AI Copilot Built-in
  • Cross-module analytics across every live business area
  • Executive reporting with automated KPI rollups
  • Semantic layer — every metric computed from one source of truth
  • Built-in AI copilot for questions over your own data
Analytics Suite · Production Live Launch Console
⚙️
AIcentricBPM
Workflow Automation
Production Live
Process Canvas Live
Task Routing Automated
AI Copilot Built-in
  • BPMN workflow canvas for modeling any business process
  • Automated task routing and approval chains
  • Process bottleneck detection across running workflows
  • Built-in AI copilot on every process view
Process Engine · Production Live Launch Console
📝
AIcentricCMS
Content Management
Production Live
Publishing Live
Localization Built-in
AI Copilot Built-in
  • Structured headless publishing for sites and portals
  • Localization workflows for multi-language content
  • Digital asset library (DAM) with organized media
  • Built-in AI copilot for content operations
Content Suite · Production Live Launch Console
💬
AIcentricCollab
Team Collaboration
Production Live
Context Channels Live
Entity Mentions Built-in
Audit Trail Complete
  • Threaded context channels organized around your entities
  • Entity mention links — click through to any record
  • Presence awareness across the team
  • Complete audit trails on every conversation
Collaboration Suite · Production Live Launch Console
🚚
AIcentricLogistics
Fleet & Freight Management
Live
Multi-Leg Dispatch Live
Telematics Live
Freight Audit Automated
  • Carrier rate tables and multi-leg dispatch planning
  • Live telematics for fleet visibility
  • Freight bill audit to catch carrier overcharges
  • Built-in AI copilot on every dispatch view
Logistics Suite · Live Launch Console
🏪
AIcentricCommerce
Storefront & B2B Commerce
Live
Catalog Live
Price Tiers Built-in
ERP Handoff Automated
  • Headless product catalog with customer price tiers
  • Cart and checkout for B2B and B2C storefronts
  • Orders hand off straight into ERP accounting
  • Built-in AI copilot on every storefront view
Commerce Suite · Live Launch Console
📦
AIcentricWMS
Warehouse Management
Live
Bin Tracking Live
Pick / Pack / Ship Live
Cycle Counts Automated
  • Bin-level location tracking across the warehouse
  • Pick / pack / ship dispatch workflows
  • Cycle counting with discrepancy audits
  • Inventory synced with ERP and Commerce
Warehouse Suite · Live Launch Console
💳
AIcentricSpend
Procurement & Spend Control
Live
Requisitions Live
Vendor Catalogs Built-in
Card Sync Automated
  • Requisition approvals with routing rules
  • Vendor catalogs and contract compliance
  • Corporate card transaction sync
  • Spend analytics wired into ERP accounting
Procurement Suite · Live Launch Console
🏦
AIcentricCPM
Corporate Performance Management
Live
Consolidation Live
Rolling Forecasts Built-in
Variance Analysis Automated
  • Financial consolidation across entities
  • Rolling forecasts with driver-based models
  • Variance analysis — plan vs. actual, automatically
  • GAAP/IFRS-ready reporting
Performance Suite · Live Launch Console
Enterprise Suite Roadmap
7 More Modules · Specified and Scheduled

Seven more business areas — IT service management, security, product lifecycle, projects, engineering, master data, and marketing — arrive in scheduled batches on the same platform your team already uses. The live demo is open now: explore the thirteen modules already running.

🎫 ITSM
Specified
IT Service Management
Incident queues, SLA breach tracking, CMDB asset topology, change management.
Ready to Build Batch 2
🛡️ SecOps
Specified
Security & Governance
SIEM alert correlation, vulnerability posture, zero-trust RBAC audit log.
Ready to Build Batch 2
🔬 PLM
Specified
Product Lifecycle
BOM engineering change orders (ECO), compliance vault, revision management.
Ready to Build Batch 3
📊 PPM
Specified
Portfolio & Project Mgmt
Capital allocation models, stage-gate governance, critical path analysis.
Ready to Build Batch 3
💻 Engineering
Specified
DevOps & Quality Radar
CI/CD velocity tracking, DORA metrics, code coverage radar, defect escape rate.
Ready to Build Batch 3
🗄️ Data
Specified
Master Data Management
Entity deduplication, golden record reconciliation, schema validation engine.
Ready to Build Batch 3
📢 Marketing
Specified
Marketing Automation
Multi-touch attribution, campaign lifecycle tracking, audience segmentation.
Ready to Build Batch 3
Platform: Operational
AI Copilot: Online
Data Isolation: Active
Live Modules: 13
Demo: Available