AI consulting firm

Enterprise AI,
delivered as working systems.

tinkrbox is a premium AI consulting firm for organizations that need speed with substance — rapid product development, real AI adoption, and production-grade agents.

Book a PoC Explore services
9
live solutions
PoC
PoC-first delivery
EN/JA
EN / JA ready
Trusted AI stack
OpenAI
Anthropic
Gemini
AWS
Azure
LangChain
Vercel
Ollama
vLLM
Hugging Face
NVIDIA
LLM Ollama vLLM RAG Agents Agentic AI Physical AI LangGraph pgvector

What we put in the box

Three consulting tracks. One delivery style: small teams, clear scope, something live.

TRACK 01

Quick development

Turn a business idea into a working product fast — scoped PoCs, MVPs, and production-ready tools without enterprise drag.

TRACK 02

AI usage & adoption

Help your people actually use AI day to day — workflows, playbooks, training, and tooling that sticks inside the company.

TRACK 03

Agents & automation

Design and ship agent systems that do real work: research, ops, customer flows, and internal copilots with guardrails.

AI systems we design & ship

From foundation models to agentic workflows and physical AI — architecture matched to your outcome.

LLM and local inference systems
FOUNDATION

LLMs · Ollama · vLLM

Cloud and private model serving — OpenAI, Anthropic, Gemini, plus local stacks with Ollama and high-throughput vLLM.

LLM Ollama vLLM
RAG knowledge retrieval architecture
KNOWLEDGE

RAG systems

Ground answers in your documents and systems — embeddings, hybrid search, evaluation, and citation-ready responses.

RAG pgvector Evals
Multi-agent AI collaboration
ORCHESTRATION

AI Agents

Specialized agents that research, triage, draft, and route — wired to tools with clear ownership and audit trails.

Agents Tools LangGraph
Agentic AI plan-act-observe loop
AUTONOMY

Agentic AI

Plan → act → observe loops with guardrails — multi-step workflows that finish work, not just chat.

Agentic HITL Observability
Physical AI robotics and sensors
EDGE & ROBOTICS

Physical AI

Bring intelligence into the physical world — vision, sensors, robotics, and NVIDIA-class edge deployment paths.

Physical AI Vision NVIDIA

Why teams pick tinkrbox

We consult like builders. The box arrives with shipped proof, not a 40-page strategy deck.

01

PoC in days, not quarters

Tight scope, amber work-in-progress, mint when live. You see progress in the tray.

02

Workshop, not theater

Same builders who advise also design, code, and ship. Advice and delivery stay connected.

03

Japan-ready bilingual

EN / JA from the front door through delivery — useful for Japan teams and cross-border work.

Proof already in the tray

Live products we built and run. Open any compartment — or start yours in the PoC Lab.

Open the full PoC Lab →

How an engagement runs

A short sequence from first conversation to something your team can click.

STEP 01

Scope the PoC

One outcome, one user, one success check. We cut the fog before we write code.

STEP 02

Build in the box

Design, AI, and engineering in one loop. You get demos, not status theater.

STEP 03

Ship & hand off

Live URL, docs, and a clear next step — extend, harden, or roll into production.

Got a problem worth shipping?

Tell us the outcome. We will tell you if a two-week PoC can prove it.

Open the PoC Lab