› AI & DATA ENGINEERINGHOUSTON · HYDERABAD · DUBAI · BANGKOK

We build AI
that ships.

Agentic systems, generative AI, data engineering, and cloud services that work in production — not just in demos.

Six capabilities.
One focused team.

We don't spread thin across every technology trend. We go deep where AI actually creates leverage.

Autonomous systems that plan, reason, and act across complex multi-step workflows. Beyond chatbots — agents that do work.

WHAT WE BUILD
  • Multi-agent orchestration & coordination
  • Tool-use and function calling pipelines
  • Long-running autonomous workflows
  • Governance, monitoring, and auditing systems
  • Human-in-the-loop oversight and guardrails
PLATFORMS
OpenAIAnthropicAzure FoundryMicrosoft CopilotVertex AILangchain
Talk to us about Agentic AI →
EXAMPLE
EXAMPLE USE CASEReconciliation Agent01Read Source Data02Determine Categories03Compare04Triage05Finish Workflow

From first call to production.

Choosing a dataset and AI approach, with governance connecting ERP data, sensor data, and legacy spreadsheets to custom models, fine-tuning, and off-the-shelf AI.
01 · ROADMAPfixed
2–3weeks

Strategic roadmap

Where AI actually creates leverage in your business, and where it doesn't. Build-vs-buy, vendor selection, and milestones you can hold us to.

02 · PROOFfixed
4–6weeks

Proof of concept

We spend the first weeks understanding your actual data before writing model code. 80% of AI failures are data problems, not model problems.

03 · PRODUCTIONfixed or T&M
3–5months

Production system

We don't call it done until it's been in production long enough to break once and get fixed. That's when you know it works.

›Fixed-price engagements when scope is clear. Time & materials when the problem is exploratory. No surprise invoices.

“We'd rather talk you out of a project that won't work than take your money.”

Most consulting firms hand you a roadmap and disappear before the hard part starts. We stay in the room from strategy through to execution. You don't just get a plan. You get a team that sees it through.

01

Code over slides

We're not McKinsey and don't intend to be. Our consultants write code, design schemas, and debug pipelines — not just PowerPoints.

02

No vendor allegiances

We're not tied to any platform. If Azure isn't the right fit, we'll say so. Same for Databricks, OpenAI, or whatever's trendy this quarter.

03

Production experience

We've operated systems at scale — handling peak loads, debugging 3 AM incidents, all the messy reality production brings.

04

Transparent pricing

Proof of concept first, Fixed-price when it makes sense, T&M when it doesn't. No surprises at the end of the month.

Deep expertise across sectors.

Financial Services01
Healthcare & Life Sciences02
Manufacturing03
Retail & Consumer04
Energy & Utilities05
Technology & Media06
Automotive07
Public Sector08

Let's build something intelligent together.

Got a gnarly data problem? Not sure if you need AI? Want a second opinion on your architecture? Talk to us — no pitch, no pressure, no invoice.

› contact@insightsgroup.io› Houston · Hyderabad · Dubai · Bangkok
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