Take Generative AI from pilot to production

Take Generative AI from pilot to production

Custom LLM and RAG systems built for your data, your security, and your existing stack, the POC your board saw, now running every day.

Custom LLM and RAG systems built for your data, your security, and your existing stack, the POC your board saw, now running every day.

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Production AI live at enterprise clients across SaaS, manufacturing & media

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Production AI live at enterprise clients across SaaS, manufacturing & media

Generative AI development pipeline visualized as a neural data grid, KGT Solutions enterprise GenAI architecture

Why most enterprise

GenAI never ships.

The demo works in the room, then stalls. Industry research puts GenAI pilot failure north of 80%, and the model is rarely the reason.

Industry research · 2025

80

%

+

of enterprise GenAI pilots never make it to production.

The demo works in the room. Then it stalls.

And the model is rarely the reason.

01
Built on a laptop

The pilot ran on a demo box, not your infrastructure, so it never survived real users.

02
No one could trust it

It hallucinated off-script and couldn’t explain itself, so legal and security said no.

03
Never connected to anything

It never reached your ERP, CRM, or document store, so nothing changed on the floor.

Cost of inaction

GenAI services are growing ~43% a year. The market isn’t waiting for pilots to finish.

CAGR

2020–25

Services

What we build

Systems your team uses on day one and trusts on day ninety, not prototypes you rebuild later.

Custom LLM application interface for enterprise copilots and knowledge assistants

LLM Apps

Custom LLM applications

Copilots, document drafting, report generation, and knowledge assistants built on your data and wired into the tools your team already uses every day.

Built on your data

Wired into tools you already use

RAG

RAG systems

Answers grounded in your manuals, SOPs, tickets, and contracts, with citations. Accurate on your domain, not confidently wrong.

Answers with citations

Grounded in your documents

Retrieval-augmented generation grounding answers in enterprise documents and knowledge
Foundation model infrastructure for enterprise generative AI deployment

Models

Foundation model integration

Model-agnostic. GPT, Claude, Gemini, Llama, or self-hosted, chosen on accuracy, cost, latency, and data residency. No lock-in.

GPT, Claude, Gemini, Llama & more

No vendor lock-in

Documents

Document & knowledge automation

Extract, classify, summarize, and route invoices, inspection reports, and compliance paperwork. Where teams with heavy document loads see payback first.

Extract, classify, summarize, route

Fastest payback for document-heavy teams

Automated document processing for invoices, reports, and compliance paperwork
Foundation model infrastructure for enterprise generative AI deployment

Production

POC-to-production hardening

Security review, evaluation harness, guardrails, integration, deployment, and monitoring. The engineering that turns a stalled demo into a system of record.

Security review & guardrails

Deployment & live monitoring

Architecture & Pipeline

Built for production, not the demo

A demo is one happy path. Production is every edge case, bad input, and question nobody anticipated. The difference is architecture.

Step 1

Ingest

Connect to your sources, document stores, databases, ERP, CRM, inside your environment.

Step 2

Process

Clean, chunk, and index so the model has grounded context, not the open internet.

Step 3

Model

The foundation model does language and reasoning, constrained to the context you gave it.

Step 4

Human check

For anything consequential, a person approves before action. You set the line.

Step 5

Integrate

Output flows back into the tools your team already uses, no orphan dashboard.

Step 6

Monitor

We track accuracy, drift, cost, and usage live, and alert when something moves.

Where it earns its keep.

GenAI pays back where there’s unstructured knowledge and repetitive manual judgment. The patterns we build most:

Industrial manufacturing floor where GenAI maintenance assistants run on your SOPs

01 / 04

Manufacturing & industrial

Manufacturing & industrial

Maintenance assistants from your SOPs; inspection and compliance reports drafted automatically.

Maintenance assistants from your SOPs; inspection and compliance reports drafted automatically.

What we ship

SOP assistant

Inspection report drafter

Defect triage

02 / 04

Knowledge & support

Knowledge & support

An internal assistant grounded in your wiki, tickets, and product docs.

An internal assistant grounded in your wiki, tickets, and product docs.

What we ship

Internal copilot

Ticket auto-draft

Onboarding agent

Internal copilot

Onboarding agent

Ticket-Auto Draft

62%

deflection on tier-1 support

10×

throughput on doc workflows

03 / 04

Back-office & operations

Back-office & operations

Contract review, invoice processing, report automation, first-pass document analysis.

Contract review, invoice processing, report automation, first-pass document analysis.

What we ship

Contract review

Invoice extraction

Report generator

Contract review

Report generator

Invoice extraction

04 / 04

Engineering & R&D

Code assistants, spec and doc generation, search across large technical archives.

What we ship

Code copilot

Spec drafter

Technical archive search

35%

faster PR cycle time

Not sure which use case pays back first? That’s what the assessment is for.

Not sure which use case pays back first? That’s what the assessment is for.

KGT Solutions engineer walking through a generative AI technical assessment
KGT Solutions engineer walking through a generative AI technical assessment

Thirty minutes with a KGT Solutions engineer, not a salesperson. Leave with the use case to build first, a realistic POC-to-production timeline, and a rough cost and ROI estimate.

  • Find your highest-ROI GenAI use case

    Find your highest-ROI GenAI use case

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  • Free 30-Minute Technical Assessment -

    Free 30-Minute Technical Assessment -

    AI Trust & Governance

    Your data, your control, your audit trail.

    We don’t believe in black-box AI. Our methodology shows you exactly what we’re building, how it’s grounded in your data, and where humans stay in control—before a single line of code is written.

    Explainable

    01

    Grounded in your sources, so answers carry citations you can trace. Every action logged. No black boxes.

    Book a Consultation

    Human-in-the-loop

    02

    For consequential decisions, a person approves before action. You define the boundary; it’s enforced in code.

    Book a Consultation

    Your data stays yours

    03

    Deployed in your private cloud, VPC, or on-premise. Never sent to train someone else’s model.

    Book a Consultation

    Compliant

    04

    Built for the EU AI Act, GDPR, and India’s DPDP Act, data handling, consent, logging, and oversight designed in.

    Book a Consultation

    Explainable AI with traceable citations and full audit logging

    Explainable

    01

    Grounded in your sources, so answers carry citations you can trace. Every action logged. No black boxes.

    Book a Consultation

    Human-in-the-loop

    02

    Book a Consultation

    Your data stays yours

    03

    Book a Consultation

    Compliant

    04

    Book a Consultation

    Explainable

    01

    Grounded in your sources, so answers carry citations you can trace. Every action logged. No black boxes.

    Book a Consultation

    Human-in-the-loop

    02

    For consequential decisions, a person approves before action. You define the boundary; it’s enforced in code.

    Book a Consultation

    Your data stays yours

    03

    Deployed in your private cloud, VPC, or on-premise. Never sent to train someone else’s model.

    Book a Consultation

    Compliant

    04

    Built for the EU AI Act, GDPR, and India’s DPDP Act, data handling, consent, logging, and oversight designed in.

    Book a Consultation

    Frequently Asked Questions.

    Have more questions? Dont hesitate to reach us.

    Have more questions? Dont hesitate to reach us.

    Build Ai Systems That Actually Run in Production

    Build Ai Systems That Actually Run in Production

    Build Ai Systems That Actually Run in Production

    From LLMs to computer vision engineered for your stack, deployed in your environment.

    From LLMs to computer vision engineered for your stack, deployed in your environment.

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