CONTROLLED AGENT LOOP LIVE MODEL
System 01Build and operate
AI Agents & Copilots
AI systems that research, decide, and act inside controlled business workflows.
Built with
LangChainLangGraphCrewAIMCP
Services
AI systems built around work that must improve.
Build a product, redesign a workflow, connect company knowledge, modernize an existing platform, or prepare an AI system for production. Every engagement defines the operating outcome, evidence, boundaries, and ownership before implementation.
01 / CAPABILITIES
Six ways to turn operating friction into working systems.
Each capability is shown as a system, not a service label. The visual model makes the data, action, product, and control layer easier to understand before a call.
Explore this system
CROSS-SYSTEM FLOW LIVE MODEL
System 02Build and operate
Enterprise Workflow Automation
Connect people, software, and AI across workflows the business can operate.
Built with
n8nWebhooksCeleryRedis
OWNED PRODUCT LAYER LIVE MODEL
System 03Build and operate
AI Product & SaaS Development
From validated workflow to an owned, deployable software product.
Built with
Next.jsFastAPIStripePostgres
PERMISSIONED RETRIEVAL LIVE MODEL
System 04Build and operate
Enterprise Knowledge & RAG Systems
Turn approved company knowledge into useful answers, analysis, and actions.
Built with
Hybrid retrievalRerankingVector searchOpenAI / Anthropic
MODERNIZATION MAP LIVE MODEL
System 05Build and operate
AI Strategy, Architecture & Modernization
Choose the right AI opportunity and build a realistic route from pilot to operation.
Built with
Workflow analysisSystem architectureAI evaluationCost modeling
PRODUCTION CONTROL LIVE MODEL
monitored
System 06Assurance
AI Reliability, Governance & Security
Make AI behavior, data access, and production operation easier to trust and govern.
Built with
AI evaluationsAccess controlsPlaywrightObservability
04 / DELIVERY COMMITMENTS
Five commitments, visible from scope to handoff.
The commercial model, review rhythm, ownership, and production standard are clear before engineering begins.
01
100%
Code, repository, and product IP handed to you
02
Fixed Scope
Written deliverables and exclusions before the build starts
03
Frequent Demos
Working software reviewed throughout delivery
04
Production
Deployment, tests, documentation, and operating handoff
05
Global
Async-first delivery for teams across time zones
06 / ENGAGEMENTS
Engagement models. Scope before promises.
Choose a bounded starting point, define how progress will be measured, and expand only when the evidence supports it.
Recommended starting point01View Blueprint scope
MODERNIZATION MAP LIVE MODEL
Discovery and strategy
AI Opportunity & Workflow Blueprint
Begin with a $300 Starter for one workflow and up to two systems. Multi-team or enterprise discovery is a separate, larger scope.
- A current-workflow map with the bottleneck, owner, exceptions, and unverified baseline recorded.
- A comparison of up to three options: improve the process, automate it, or test AI.
- A proposed system sketch, human-review boundaries, and unresolved integration questions.
- A first-step scope, draft acceptance checklist, exclusions, and a build, experiment, defer, or no-build recommendation.
Commercial model
$300 USD Starter / larger scopes quoted separately
PRODUCTION CONTROL LIVE MODEL
monitored
Validated implementation
Production AI Pilot
Best for teams that need evidence from one real workflow before committing to a broader rollout.
- One bounded workflow connected to representative data and tools
- Evaluation set covering quality, exceptions, latency, and cost
- Human approval, fallback behavior, and operating visibility
- Production recommendation based on measured pilot evidence
Commercial model
Fixed pilot scope
CROSS-SYSTEM FLOW LIVE MODEL
Workflow transformation
Enterprise Automation Rollout
Best for organizations connecting AI and automation across multiple teams, systems, or operating steps.
- Phased workflow and integration delivery
- Permissions, approvals, retries, monitoring, and safe replay
- Owner dashboards, runbooks, and adoption handoff
- Outcome, quality, cost, and exception-rate measurement
Commercial model
Fixed scope or phased delivery
OWNED PRODUCT LAYER LIVE MODEL
Milestone delivery
AI Product Engineering
Best for startups and business units building a customer-facing AI product or owned internal software platform.
- Product workflow, architecture, integrations, and AI behavior
- Frequent working-software reviews
- Automated product and AI evaluation coverage
- Deployment, observability, documentation, and repository handoff
Commercial model
Milestone-based project
Not sure which fits?Book a free 30-minute scoping call.
[ Ready when you are ]
Bring the workflow, product, or operating constraint.
We will identify whether the useful starting point is an opportunity blueprint, a production pilot, a phased automation rollout, or a product build.