PAGE / 02 Services

Three tracks.
Principal-led.

Enso Labs is an enterprise AI consulting firm offering three integrated service tracks: AI Transformation Consulting, Agentic Systems & Products, and Financial AI & Trading Intelligence. Pick one, or run them as a single program. Based in New York City.

Avg. engagement  12–24 weeks
Cohort size  8–15 leaders
Sectors  Healthcare · Finance · B2B Tech · Mfg
TRACK / 01CONSULT

AI Transformation Consulting.

Strategy, roadmaps, and governance for executive teams turning AI ambition into commercial growth. Built around the Strategy-to-Ship Framework.

StrategyRoadmappingWorkshopsROI modelingGovernanceAI Advertising
01
AI Strategy & Roadmapping

12-month commercial AI roadmap rooted in business case, sized by ROI, and sequenced for pilot-to-production conversion.

6–10 wk
02
AI Readiness & Maturity Assessment

Technical discovery, data audit, organizational scorecard. Where you are vs. where the deck says you are.

2–4 wk
03
Executive Workshops & Cohorts

8–15 person cohorts. Hands-on with Claude, Gemini, GPT-4, MCP, and N8N. Decision-makers leave with a working artifact.

1–2 days
04
Business Case & ROI Modeling

Defensible business case with sensitivity analysis. The version your CFO will actually sign.

3–5 wk
05
Responsible-AI Governance

NIST AI RMF · FDA / MLR / PRC compliance · model evaluation framework · policy & documentation.

4–8 wk
06
Change Management & Adoption

Org design, comms, enablement curriculum. Measured by adoption and value realized — not seats sold.

8–16 wk
TRACK / 02BUILD

Agentic Systems & Products.

We architect, build, and ship the production systems your strategy depends on. Same operator, no hand-off from advisor to engineer.

LangGraphClaude APIMCPCrewAIN8NRAGPython
07
Multi-Agent Architecture

LangGraph / CrewAI orchestration. ReAct agents, parallel fetchers, evaluator loops. Built for observability and rollback.

8–14 wk
08
RAG Knowledge Systems

Domain-encoded retrieval. Eval harnesses, hallucination guardrails, evidence-trail UX. Tuned for expert review.

6–10 wk
09
Workflow Automation

N8N + Claude API + scheduled tasks. Lead gen, research pipelines, ops automation. Quietly running 24/7.

3–6 wk
10
MCP Server Development

Model Context Protocol servers, tool integrations, custom connectors for Claude & Perplexity Computer.

2–6 wk
11
AI Center of Excellence

CoE design, knowledge bases, brand-safe templates, governance, enablement curriculum. Heller-grade.

12–24 wk
12
Custom AI Products

End-to-end product builds: front-end, agent backbone, eval loop, deploy & ops. From v0 to production.

12–20 wk
TRACK / 03SHIP

Financial AI & Agentic Trading Systems.

We design and deploy AI agents for financial services — from autonomous trading systems to market intelligence platforms. Built on Claude’s financial services infrastructure with MCP-connected brokerage APIs, real-time signal processing, and production-grade security.

Claude APIMCPAlpacaPublic.comInteractive Brokers
13
Autonomous Trading Agents

Claude + Alpaca/Public.com/Interactive Brokers. Strategy engines, execution layer, risk caps, kill switches.

12–20 wk
14
Market Intelligence Platforms

Real-time signal aggregation and synthesis. News-driven pipelines, RWW scoring, evidence-trail UX.

10–16 wk
15
MCP-Connected Brokerage Integration

Model Context Protocol for financial APIs. Paper to live, structured tool calls, typed surfaces.

3–6 wk
16
Options Flow Analysis & Strategy Backtesting

Options Lab with IV surfaces, flow analytics, strategy testing. Decision support, not black box.

6–12 wk
17
Crypto/DeFi Signal Engines

Multi-exchange, multi-agent. Automated screening, position sizing, on-chain execution.

8–14 wk
18
Financial Data Pipeline Architecture

End-to-end data pipelines for market data, alternative data, and financial analytics.

6–10 wk
19
Compliance-Ready Agent Deployment

Audit trails, encryption, access controls. Production-grade security for regulated environments.

4–8 wk
§ 04 Engagement models

Three ways to start. All fixed-fee.

DIAGNOSTIC

2-Week AI Audit

Fixed fee

Maturity assessment, opportunity map, prioritized backlog. End with a written roadmap and a working agentic prototype.

  • Stakeholder interviews · 6–8 leaders
  • Technical & data audit
  • Opportunity scorecard
  • Working agentic prototype
★ MOST COMMON

12-Week Pilot-to-Production

Strategy    ship

Diagnose · Design · Build · Hand-off. The full Strategy-to-Ship Framework, scoped to one high-leverage use case.

  • Roadmap, business case, governance
  • Production agentic system
  • Eval harness & ops runbook
  • 8–15 person enablement cohort
RETAINER

Embedded AI Operator

Quarterly

Senior advisor + builder embedded with your team. Continuous shipping, governance, and CoE stewardship.

  • Weekly working sessions
  • Direct access · Slack / Signal
  • Architecture & eval reviews
  • Quarterly strategy refresh
§ 05 Common questions

Six answers, asked often.

What is AI transformation consulting?+ open

AI transformation consulting is an enterprise AI consulting engagement that helps organizations convert AI ambition into commercial outcomes. The work spans AI strategy and roadmapping, AI readiness and maturity assessments, executive workshops, business case and ROI modeling, change management, and responsible-AI governance — anchored on the Strategy-to-Ship Framework. Enso Labs is an AI consulting firm in New York that delivers these engagements principal-led.

What are agentic systems?+ open

Agentic systems are production AI workflows where autonomous agents — built on LangGraph, CrewAI, the Claude API, and the Model Context Protocol — orchestrate tools, retrieve from RAG knowledge bases, and ship work end-to-end. Enso Labs builds them with eval harnesses, observability, and rollback baked in from day one.

How long does a typical engagement take?+ open

12–24 weeks for full Strategy-to-Ship engagements, with 2-week diagnostics available as a fixed-fee starting point.

What industries do you work with?+ open

Healthcare and Pharma, Financial Services, B2B Technology, and Advanced Manufacturing.

What certifications does Enso Labs hold?+ open

Anthropic (Claude Code), Google AI, OpenAI. Sav Banerjee is also a Perplexity AI Business Fellowship winner and member of Perplexity Business.

Does Enso Labs offer cloud managed services?+ open

Yes. Enso Labs provides cloud managed services for AI infrastructure — including deployment, monitoring, and operational support for production agentic systems, MCP servers, RAG pipelines, and Claude API integrations. Our cloud managed services cover architecture design, CI/CD pipelines, observability, and compliance layers across AWS, GCP, and Vercel environments.

What financial AI agents can Enso Labs build?+ open

We build production AI agents for trading, market intelligence, portfolio management, and financial analysis — using Claude's financial services infrastructure with MCP-connected brokerage APIs (Alpaca, Public.com, Interactive Brokers). Our Enso Trading Terminal has been running autonomously in production since 2025, predating Anthropic's formal financial services agent launch.

§ 04.5 Spotlight

Claude Managed Services

End-to-end Claude implementation and operational support — from MCP server development to multi-agent deployment to compliance-ready governance. Certified Anthropic partner with shipped production systems.

§ 05 From the practice

Related Insights

Pick a track.
Or run all three.

Most engagements span two tracks. The Trading Terminal proves a principal-led studio can run consult, build, and ship simultaneously.