Live · 2026 AI · Agentic Dev · Managed Services

TekDatum — building the future with LLM-powered solutions.

Creating a new AI-driven development paradigm.

Managed services approach designing, implementing, and integrating AI solutions within your organization, on time and within budget. Working along with TekDatum means you have the best talent rounding out your existing team, supporting growth with cutting-edge solutions, and guaranteeing quality in every step.

99.36%
Avg. block rate
Measured across Garak, PyRIT, promptfoo, IBM Research AttQ and Gemini attack datasets.
20+ yrs
Applied data science
From exploratory analysis to production ML pipelines that learn and adapt.
8+
Specialized AI services
LLMs, RAG, fine tuning, guardrails, MCP, data science, managed delivery, AI-driven testing.
3×
Delivery hubs
Houston, Chicago and Costa Rica — staffing AI squads at speed.
Why TekDatum

What sets us apart.

01

LLM Expertise at Scale

Deep specialization in large language models: RAG architectures, fine tuning, chatbot development, and production-grade deployment across industries.

02

Open Source Focus

Whenever possible, we suggest using existing open-source frameworks and technologies, having product quality and customer experience as our priorities.

03

MCP-Centric Development

We build agent ecosystems and integrations using the Model Context Protocol, enabling reliable, composable AI workflows that scale with your business.

04

Managed AI Services

End-to-end ownership of your AI initiatives: from architecture to deployment to monitoring, so your team can focus entirely on business outcomes.

What we do

Eight services for the full AI lifecycle.

01

LLM Solutions & Chatbots

Conversational AI and RAG-powered chatbots tailored to your business context and proprietary data.

RAGChatbotsEval
02

Fine Tuning

Precision model fine tuning to align LLM behavior with your domain, tone, and compliance requirements.

SFTLoRAQLoRA
03

AI Pen Testing & Guardrails

Adversarial testing and semantic fencing to secure your AI models against prompt injection and contextual drift.

Red-teamGuardrailsCompliance
04

MCP-Centric Development

Agent architectures and tool integrations built on the Model Context Protocol for composable AI workflows.

MCPAgentsTools
05

World Class RAG

End-to-end Retrieval-Augmented Generation pipelines: ingestion, chunking, embedding, retrieval, and evaluation.

IngestionVectorsRerank
06

Data Science & AI Products

Applied data science and AI product development that transforms raw data into intelligent, production-ready solutions.

DSML OpsForecasting
07

Managed AI Development

Full-lifecycle AI development under a managed services model — staffing, architecture, delivery, and ongoing support.

DeliveryStaffingSupport
08

AI-Driven Software & Testing

Software development and testing practices augmented with AI: automated testing, intelligent code review, and accelerated delivery.

TestingCursorClaude Code
Our products

Built by TekDatum, shipped to production.

01

CrocoTiger

AI security layer that protects LLMs with semantic fencing. Validates prompts in real time, prevents prompt injection, and ensures strict contextual compliance. Achieves a 99.36% average block rate across industry-standard attack datasets.

Learn more →
02

Pentester CLI

Security auditing library that runs automated adversarial attacks against AI systems — LLMs and semantic fences alike. Coordinates four red-teaming frameworks (Garak, PyRIT, Inspect AI, promptfoo) and produces reports in PDF, HTML, CSV and Markdown.

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03

sim_LAR

Hybrid, high-dimensional similarity engine built for RAG from the ground up. Combines keyword and vector search to return exact results — not approximations — so LLMs can respond consistently. Indexes up to 99× faster and searches using a fraction of the memory of comparable engines.

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How we work

Our process.

01

Discovery

We analyze your requirements, understand your business context, and identify the best approach for your unique challenges.

02

Strategy

We design a tailored solution combining the right technologies, methodologies, and team structure for your project.

03

Execution

Our expert team implements the solution with continuous quality practices, agile methods, and transparent communication.

04

Delivery

We ensure seamless deployment, knowledge transfer, and ongoing support to maximize the value of your investment.

Our mission

To lead the adoption of LLM-powered solutions.

01

LLM-First Engineering

Every solution starts with the question: how can language models make this better? We bring deep LLM expertise — RAG, fine tuning, agents, and MCP — to every engagement.

02

Quality is in our DNA

We use powerful data science techniques and quality practices to help our clients solve exciting business problems and optimize their business or products — guaranteeing quality in every step.

03

Results Driven

We measure success by business outcomes: adoption, accuracy, cost reduction, and ROI — not just technical metrics. Our success is the value we create for your organization.

The TekDatum Team is my go-to partner for engagements requiring a thorough understanding and application of data science. They can quickly bring together diverse teams of experienced professionals to address the complexities and challenges of building highly scalable assets that increase business value and data intelligence.
David Holly
Executive Lead · Triunity Ventures
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LocationsHouston · Chicago · Costa Rica