AI Strategy & Consulting

We build AI that ships. Not slides.

InWork Global designs AI architecture before writing a line of code — strategy, roadmap, and readiness diagnostics that lead to production systems, not prototypes that never leave the demo.

US CTO oversightMulti-model routingCompliance-awareProduction-focused
AI strategy and consulting command center

What sets our AI practice apart

What most vendors do — versus what InWork does.

The bottleneck in enterprise AI was never model intelligence. It was the discipline to design before building, and the oversight to ship responsibly.

Architecture before code

Most vendors bolt ChatGPT onto existing products. We design AI architecture before writing a line of code, so the system scales instead of strains.

Production over demos

We deliver production AI systems with monitoring, fallback, and compliance — not prototypes that demo well and never ship.

Multi-model routing

We route the best model per task with cost-optimized inference, instead of using one model for everything.

Compliance by default

TCPA, CCPA, PCI-DSS, and HIPAA-aware by default — with US CTO-level oversight on every AI engagement.

Consulting engagements

From first principles to a 90-day plan.

AI Strategy & Roadmap

Fixed-fee

Current-state AI assessment, opportunity identification by business function, a build-vs-buy framework, a 90-day transformation sprint plan, and KPIs and ROI targets per initiative — delivered as a written 30–50 page roadmap co-authored with your leadership team.

AI Readiness Assessment

Free audit

We assess data infrastructure, workflow automatability, team readiness, compliance readiness, and ROI potential — and deliver a 15-page AI Readiness Report with scored categories, identified opportunities, and a recommended starting point.

LLM Integration & Deployment

Build

Custom LLM integrations for CRM, ERP, and operations tools; prompt-engineering systems with structured output and validation; fine-tuned models on proprietary data; and multi-model routing that sends 70%+ of tasks to cheaper capable models.

AI Adoption & Team Enablement

Enablement

A 90-day developer adoption program built on our Plan Before You Code standard, prompt-engineering training across engineering, marketing, and operations, and an AI-first KPI framework — exported directly from our own internal operating model.

The InWork AI Engine

Our internal delivery standard, layer by layer.

Not a product — our delivery standard that ensures consistency, compliance, and scalability across every AI engagement.

Application layer — document intelligence, AI chatbots, voice AI, risk scoring, content acceleration
Orchestration layer — LangChain, LlamaIndex, Semantic Kernel, AutoGen / CrewAI, Haystack
Model layer — GPT-4 / GPT-4o, Claude 3.x, Gemini, LLaMA, Mistral, Azure OpenAI
Strategy — multi-model routing, best model per task, cost-optimized inference
Data & embedding layer — Pinecone, pgvector, Weaviate, ChromaDB, Redis Vector
Retrieval — hybrid BM25 + vector search and semantic retrieval
Cross-cutting — prompt engineering, NLP pipelines, computer vision, fine-tuning
Governance — RAG grounding, human-in-the-loop design, and audit-ready outputs

Who this is for

The teams we help most.

AI strategy consulting is highest-value when there is real intent and a decision to make.

1

Mid-market CEOs who know AI matters but don't know where to start.

2

CTOs who want a second opinion on their AI architecture before they commit.

3

Boards preparing to make AI capital allocation decisions.

4

Teams that have bought AI tools but haven't changed how their people actually work.

65+

specialists, US-managed

Our AI strategy is grounded in what we are doing ourselves — a 65-person team in active AI transformation. You benefit from our internal learning, not a generic playbook.

Ready to start?

Get a roadmap before you spend a dollar on build.

65+ specialists, US CTO oversight, and a delivery standard proven on our own AI transformation. Tell us where you are.

Integrity. Urgency. Ownership.

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40+ US businesses served · 65+ engineers · Zero long-term lock-in

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