AI customised to your business
Night to Day features in 24 hours. We care to deliver you a customized update for tomorrow at a fixed price.
AI built around your business, to Japanese quality standards. From office work, customer service and hiring to construction, logistics, healthcare, manufacturing and robots: pick one costly process, and we deliver a working MVP at a fixed price and keep it running. Your data stays on your own hardware, and your people approve every step.
AI avatarNight to day · Kaizen every night
What we automate
Industry
Construction, logistics, manufacturing, robots and on-site models, running on your own hardware.
Offerings (7)
AI Construction & Design
Vision models on site photos and drawings for progress, quality and safety checks, plus agentic handling of quotes, materials and tender documents, with a site or project manager approving every step.
Learn more →AI Logistics
Vision-guided picking, sorting, inventory checks and exception handling on the floor, not in a dashboard.
Learn more →AI Manufacturing & Robotics
Robots that work alongside your people: vision-guided cells trained on your items and layout, safe by design, and validated on real machines.
Learn more →AI Human Robot Assistant
Service, delivery and humanoid robots adapted to your site: models trained on your rooms, routes and tasks, with staff handling every exception.
Learn more →AI Adult Industry
Automation of moderation, age and consent verification, customer support and back-office processes for legal adult-industry businesses.
Learn more →AI Military
Models for logistics, maintenance, inspection and training support that run on isolated hardware, with a person making every decision.
Learn more →AI Model Training & Deployment
Small vision and decision models fine-tuned on your data and packaged for the hardware you already run, with no cloud dependency.
Learn more →MVPs (6)
Technology (12)
Try it now
Test it on your data first
Send us a small sample of your own data. Within two business days you get a sandbox with a model fine-tuned on it, a measured result, and a verifier report. No commitment.
Try it nowScreens & HMIs
See how a specialised small model recognises the controls on your own screens.
- You send
- 10 to 20 screenshots of your device or app
- You get
- Control detection per screen, accuracy vs a base model
Images & video
Test detection on your items, cameras and lighting, not on a public dataset.
- You send
- A few dozen images or a short clip from your camera
- You get
- Detections with confidence, an exception list, edge-deployment estimate
Documents & tickets
Run an agentic extraction with a verifier on your own forms, tickets or records.
- You send
- A handful of de-identified documents or tickets
- You get
- Extracted fields, verifier pass/fail per record, human review queue
Our technology
Validation-first, on-premise, cheaper the more you use it
From dataset to deployed model: an agentic pipeline where every output is verified, vision models are fine-tuned on your data, and everything runs on your hardware.
Physical AI
Small vision and decision models that perceive and act in the physical world: robots, machines, screens and sites, on your own hardware.
Generative AI & LLMs
Private large language models that write, summarise, translate and answer in your company's own words, running on your hardware instead of a public cloud.
AI Agents & Copilots
Digital co-workers that plan and carry out multi-step tasks in your systems, and copilots that assist each employee inside the tools they already use.
Agentic AI Data Pipeline
A modular, on-premise pipeline of agents and verifiers that turns raw tickets, documents, logs and images into validated, evidenced outputs.
RAG & Knowledge Search
Chat with your own documents: answers drawn from your manuals, contracts, procedures and tickets, each one with a link to its source.
Video & Image Recognition
Fine-tuned recognition for screens, scans, inspections and video streams, reaching near-LLM quality at a fraction of the tokens.
AI Avatars & Digital Humans
Lifelike talking avatars for reception, sales, training and interviews, speaking your customers' languages with your company's knowledge behind them.
Edge AI
Models that run on the device itself: cameras, robots, vehicles and industrial PCs, working in real time without an internet connection.
Predictive AI
Forecasts from your own history: which machine will fail, what demand will be and where a delay is coming, early enough to act.
Digital Twins & Simulation
A virtual copy of your line, warehouse or robot cell, used to train and test models safely before anything changes on the real floor.
Model Fine-Tune & Deploy
From base model to a specialised small model on your edge hardware: fine-tuning, evaluation, quantisation and rollout with hardware-in-the-loop checks.
Dataset Processing
Collection, de-identification, labelling and curation of your own screens, images, documents and logs into training-ready datasets that stay on your site.
Voice Recognition
Speech-to-text, speaker and intent recognition adapted to your vocabulary, accents and noisy environments, running on-premise or on the device.
Communication Tools Integration
Agents that work inside the tools your teams already use: Teams, Slack, email, WhatsApp, phone and ticketing, so approvals and answers happen where people are.
Customers
What our customers say
“Placeholder: regression that used to take our team days now runs overnight on real hardware.”
First LastHead of Engineering, Customer A “Placeholder: the fine-tuned screen model recognised every control on the first evaluation.”
First LastProduct Owner, Customer B “Placeholder: the verifier gates gave us traceability we could show an auditor.”
First LastQA Lead, Customer C
Partners
Partner with us
Integrators, hardware vendors and platform teams: we complement what you already run, we do not replace it.
- Y Combinator
- PFR Ventures
- Inovo.vc
- Movens Capital
- SMOK Ventures
- Credo Ventures
- Speedinvest
- Seedcamp
- Techstars
- Plug and Play
- 500 Global
Innovation hub
Latest from the team
MVP
Embedding Generative AI in Operational Workflow
Agents embedded in the delivery workflow: one spec in, a tested and evidenced feature out, with 96 requirements checked through three CI gates and regression moved from days to overnight.
Learn more →News
Company founded to deliver customised Physical AI models
Three co-founders launch a company offering fine-tuned vision and decision models on customer hardware.
Learn more →Blog
Why every agent output needs a measured verifier
Agents are only as useful as the checks around them. Here is how we measure ours.
Learn more →Stay up to date
Occasional updates on Physical AI, verifiers and real-hardware testing. No spam.
See it on your own data
We start with an MVP on your screens, devices or tickets. Request an MVP and bring a real use case.
Request MVP