Services · AI agent consultancy
Six delivery tracks that take agents past the pilot
We design, build, and deploy custom multi-agent systems for healthcare, semiconductor, predictive maintenance, process automation, and document operations — with the integration, evaluation, and governance a pilot needs to become a production system your team owns.
Why Operations Teams Engage Us
Consulting and Delivery Services
Six service lines covering the full AI agent lifecycle from strategic diagnosis to scaled operations.
Tracks are normally combined, not bought separately. A first production workflow typically runs Strategy → Architecture → Development → Integration in 12-20 weeks. Ranges below are per track and are confirmed as a single fixed-scope proposal after discovery.
Agent Strategy & Consulting
Every engagement opens with an assessment of your AI readiness, data maturity, and operational landscape — so leadership can decide before a single line of code is written.
What You Receive
- Timeline
- 2-4 weeks
- Investment
- $5K - $15K
Multi-Agent Architecture Design
A multi-agent system is more than wired-together LLMs. We define each agent's role, communication protocol, escalation path, and failure behaviour before anything is built.
What You Receive
- Timeline
- 3-6 weeks
- Investment
- $10K - $30K
Custom Agent Development
We build production-grade agents on frontier and open-weight models, equipped with tool use, persistent memory, and reasoning chains tailored to your domain.
What You Receive
- Timeline
- 6-12 weeks
- Investment
- $25K - $75K
Enterprise Integration
Agents create value only inside your existing workflows. We integrate with CRM, ERP, HRIS, and custom platforms through a phased cutover, so existing processes keep running during rollout.
What You Receive
- Timeline
- 4-8 weeks
- Investment
- $15K - $50K
Agent Monitoring & Optimization
After deployment we instrument every agent — latency, token usage, cost per interaction, accuracy, and satisfaction signals flow into dashboards your team controls.
What You Receive
- Timeline
- Ongoing
- Investment
- $5K - $15K/month
Agent Security & Compliance
AI agents introduce novel attack surfaces — prompt injection, data exfiltration via tool calls, and PII disclosure — which we harden with defense-in-depth design.
What You Receive
- Timeline
- 3-5 weeks
- Investment
- $10K - $25K
Five named agent systems
Each vertical has a named agent system — a reference architecture, evaluation harness, and integration pattern we have built for that domain. Every engagement starts from one of these and is rebuilt around your data, systems, and compliance constraints.
Healthcare
Clinical support and documentation acceleration for high-throughput care teams.
See the MedAgent programChipSenseSemiconductor
Defect detection and yield optimization for advanced manufacturing lines.
See the ChipSense programMaintainAIPredictive Maintenance
Failure prediction and maintenance scheduling for asset-heavy operations.
See the MaintainAI programFlowAgentProcess Automation
Cross-system workflow orchestration with exception handling and approvals.
See the FlowAgent programDocuMindDocument Intelligence
Extraction, classification, and decision support across unstructured content.
See the DocuMind program▸ NOT ONE OF THE FIVE?The delivery model is the same in any operations-heavy domain. Tell us the workflow and the systems it touches, and we will tell you whether an agent system is the right tool for it.
Describe your workflowHow we execute AI programs
A five-phase operating model built for enterprise delivery teams and measurable outcomes.
Discovery & Assessment
We immerse ourselves in your operations, data infrastructure, and strategic objectives. Through stakeholder interviews, process mapping, and data audits, we identify the highest-impact opportunities for AI agents and build a business case your leadership team can act on.
Architecture & Design
Our architects design the agent topology, tool chain, memory systems, and integration points. Every design decision is documented with trade-off analysis. You receive interaction diagrams, data flow specifications, and a deployment plan before development begins.
Development & Testing
We build iteratively in weekly sprints with live demos and feedback loops. Each agent undergoes unit testing, integration testing, and adversarial red-teaming. We validate against real-world scenarios from your domain before moving to staging.
Deployment & Integration
Production rollouts run as canary or blue-green releases with a documented rollback path. We wire agents into your existing systems, configure monitoring, and validate end-to-end flows with your operations team before traffic shifts.
Monitoring & Optimization
Post-launch, we instrument dashboards for cost, latency, accuracy, and user satisfaction. Our optimization cycles run automated A/B tests, refine prompts, and surface cost reduction opportunities — keeping your agents sharp as your business evolves.
Not sure which phase you are in?
Most teams start with a 2-4 week diagnostic. We will tell you in the first call if you do not need one.
The stack we build agents on
Vendor-agnostic by design — we select the right model, framework, and infrastructure for your data, latency, and compliance constraints.
Agent Core
LLM · orchestration
LLM Providers
Agent Frameworks
Retrieval & Vector
Cloud & Deployment
Data & Streaming
Languages & Runtime
Observability & Eval
We are model- and vendor-agnostic. Every component is chosen against your workflow complexity, data residency, latency budget, and compliance obligations — including EU AI Act, HIPAA, and SOC 2 — and runs equally in cloud or air-gapped on-premise environments.
Product names and marks shown are the property of their respective owners and indicate technologies we build with — not partnerships or endorsements.
Get an AI Operations Service Plan
In one strategy session, we will map priority workflows, define service scope, and recommend the fastest path to measurable impact.
No commitment required · Response within one business day
- First response
- One business day
- Diagnostic engagement
- 2-4 weeks
- First production workflow
- 12-20 weeks
- Code and IP ownership
- Yours