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Lineage AI. Intelligent systems. Real results.

Practical AI, built and deployed for operators.

We design, build and deploy AI systems that run in your business, not in a slide deck. Every engagement starts with a defined outcome and a success metric you can measure.

Book an AI Opportunity Assessment How engagements work

The gap

Most AI pilots never reach production.

The demo works. Then the project stalls on data, integration, security or ownership, and the team goes back to the old way. We build for the part after the demo.

  • Start with the outcomeHours saved, turnaround time, error rate or revenue. Agreed before anything is built.
  • Build into your existing toolsEmail, documents, CRM and the systems your staff already use every day.
  • Hand over a system you ownDocumented, monitored and supportable after go-live.

Why Lineage AI

Top-tier research. AI that stays in-house.

Top-tier research

Deep, source-checked research on the questions that drive your decisions: markets and competitors, regulations and standards, technical literature, and vendor and tool evaluations.

  • Every finding cited, so you can check it
  • Assumptions and gaps stated plainly
  • Delivered as a brief your team can act on

In-house LLM. Your data stays private.

Our language models run in-house, on hardware we own and operate. Your documents, prompts and results are processed on that hardware and are not sent to outside AI services or shared over the internet.

  • Open-weight models, embeddings and search run locally
  • No client data used to train third-party models
  • Cloud platforms used only if you choose them

Services

A clear path from first question to running system.

Fixed scopes at each stage, so you know what you are buying and when to stop.

01

AI Opportunity Assessment

A fixed-fee review of where AI pays back in your operation, and where it does not. You get a ranked list of use cases with effort, risk and expected return.

Fixed fee · Fast turnaround
02

Pilot / Proof of Value

A working first build on one use case, with a success metric agreed up front. If it does not hit the number, you know before you scale.

Fixed scope · 4 to 6 weeks
03

Production Implementation

AI agents, workflow automation and document processing, built, tested and deployed into your environment with the controls it needs.

Build · Deploy · Train
04

Managed AI

Monitoring, tuning and support after go-live, so the system keeps performing as your data and processes change.

Monthly retainer

Industries

Built for operators with real workloads.

Accounting and CPA firms

  • Client document intake, sorting and filing
  • Email triage and client communications
  • Tax-season throughput and status tracking

Life science and peptide companies

  • Research and regulatory document workflows
  • Order, inventory and customer operations
  • Content and marketing with human review

Local service businesses

  • Scheduling, follow-ups and client updates
  • Inspection and visit reporting
  • Marketing and social posts, drafted for your approval

Approach

Engineering discipline, applied to AI.

Assumptions stated up front

Every recommendation lists what it depends on, so you can see where it could be wrong.

Risks documented, not buried

Failure modes, data exposure and fallback behavior are written down before go-live.

Humans approve what clients see

Client-facing output goes through a person until you decide otherwise.

Numbers you can check

Results are measured against the baseline agreed at the start, not estimated after the fact.

Private by design

In-house models by default. Self-hosted deployments in your own environment when your data cannot leave it.

Mutual NDA as standard

Your processes and data stay confidential. We do not name clients without permission.

About

Founded by an engineer, run like an engineering project.

Lineage AI was founded by Ernest Fontenot, an engineer with a background in O&G, green energy, and engineering patent development.

Lineage AI brings that engineering discipline to AI: stated assumptions, documented risks, human approval on client-facing outputs, and numbers you can check.

Start with an AI Opportunity Assessment.

Tell us how your team works today. We will tell you where AI pays back, what it takes to build, and where it is not worth it.

Email Lineage AI

Based in The Woodlands, Texas. Working with clients across Texas and nationwide.
info@Lineage-AI.net