TJ Tech
Consulting firm

Breakthrough AI from Data to Deployment

We accelerate your AI transformation with reliable agents grounded in your context and your operational know-how — to deliver measurable outcomes.

Expertise across the full agentic stack.

From raw data to agents in production — evaluation, red teaming and scaling included.

  • MODELS
  • AGENTS
  • RAG
  • EVALS
  • OBSERVABILITY
  • RED TEAM
Agentic consulting

Domain-specific AI agents, built for your business.

We combine hands-on implementation expertise with a proven agent-training methodology to build, alongside your teams, reliable AI agents that are specific to your domain — from raw data to production.

Services

Agent expertise to accelerate your AI transformation.

Four intervention tracks, from the data foundation to agents in production. Engaged as reinforcement to your teams, or as a dedicated crew.

01 — Build

Build

Design, integration and production deployment of advanced AI agents that complete job-specific tasks with your enterprise tools.

  • Agent architecture and orchestration
  • Integration with existing enterprise systems
  • Cost, latency and safety guardrails
  • Production deployment and observability
02 — Train

Train

Frontier research in reinforcement learning applied to teach your agents how to use your unique context, tools and skills with precision and reliability.

  • Custom RL and rubrics
  • Targeted domain fine-tuning
  • Feedback loop with your domain experts
  • Measured accuracy gains
03 — Translate

Translate

Translation of your unstructured data into agent-ready formats, hands-on support to your subject matter experts for high-quality ground truth, and rubrics designed as the foundation for continuous agent improvement.

  • Unstructured → structured data
  • Ground truth labeled by your experts
  • Per-use-case evaluation rubrics
  • Durable training foundation
04 — Red Team

AI Red Teaming

Advanced red teaming to simulate real-world and malicious agent misuse, surface your agents' vulnerabilities, and help you build safer, more compliant and more reliable systems.

  • Realistic abuse scenarios by domain
  • Prompt injection, jailbreak, data leakage tests
  • Compliance audit (EU AI Act, regulated sectors)
  • Risk-prioritized remediation plan
How we work

Accelerate your AI transformation.

A process designed to give your teams the skills, the tools and the solutions they need for an AI transformation that holds up over time.

  1. 01

    Make data AI-ready

    A performant agent depends on AI-ready data. We translate unstructured sources into usable formats, harmonize formats across silos, and put in place the rubrics that will anchor evaluation.

  2. 02

    Build the agents

    We build, evaluate, train and scale reliable AI agents that complete job-specific tasks using your data, your tools and your know-how.

  3. 03

    Train continuously

    We train your agents to keep improving on your context. Your experts provide rubrics, feedback and process guidance; we apply frontier reinforcement-learning research to raise precision and reliability.

  4. 04

    Evaluate and observe

    We evaluate performance, reliability and safety with automated evals and red-teaming exercises. We instrument the system, trace agent activity and wire human feedback into the loop.

  5. 05

    Deploy

    We deploy agentic solutions on infrastructure that supports long-running, asynchronous, reliable and fail-tolerant agents — for your employees as well as for your end customers.

Customers

What our clients say.

We didn't want to stop at a demo or POC — we wanted to deploy production-ready use cases and infrastructure. The first use case shipped in a few weeks: a tool that pulls information out of our data hub in seconds, where it used to take days.
Chief Technology Officer
Global financial services group
We still have a lot to build, and an ambitious roadmap to unveil. Being able to move forward with a partner who truly understands the ground shifts what we can do as teams.
Chief Executive Officer
Media group
Why TJ Tech

How we create value.

We translate our expertise — built while shipping models and agents alongside frontier labs — into operational value for the enterprise. Reference architecture, embedded team, proven processes: all in service of your AI transformation.

AI-native expertise
We don't come from generalist consulting. We've built, trained and shipped AI systems to production — we know exactly what breaks between POC and prod.
Embedded team
A tight team of AI engineers working side-by-side with your people, with your tools, inside your rituals — to ship solutions that hold up in production.
Reference architecture
A proven architecture to build, evaluate and control agents that reason over your data, call your tools and keep improving over time — without vendor lock-in.
Frontier ML research
Active watch on model evaluations and applied research. What matters in last week's papers ships to your systems — not three quarters from now.

The future of your industry is being built now.

A first 30-minute call, no commitment, to see whether we're the right partner for your case — and, if not, who we can point you to.

Book a slot