Hardware · AI · Software — one company
We solve what slows you down.
On the plant floor, not just the slide deck — we put AI where your machines are.
You don't have an AI problem. You have a bearing about to fail, a line below capacity, and data locked in a PLC nobody can open. That's where we start.
Why the AI you've tried never reached your floor.
Locked systems
PLCs and ERPs that IT won't open. Integration becomes a multi-quarter fight.
No data yet
The signal doesn't exist until something measures it. Nothing for a model to read.
Sovereignty
Confidential operations can't ship video and telemetry to someone else's cloud.
No hands on site
A SaaS vendor can't install hardware or stand at the machine. This work needs a body there.
We cross that wall. We install the sensor and ship the system — no handoffs, one partner accountable for the result.
Hardware, AI, and software. One team.
Most AI never leaves the screen — it summarizes, drafts, chats. We build the sensors, the AI, and the software as one team, so it runs where your machines are.
What we do
One loop, every engagement: find a costly bottleneck, prove the fix, then scale what works.
Where we work — six domains
Condition monitoring
Wireless sensors on your rotating assets catch the drift long before it becomes a failure.
LoRaWAN · RS485 / Modbus · edgePredictive maintenance
Models read vibration and thermal signatures into a failure-risk score and remaining useful life per asset.
Time-series · anomaly · RULVision & OEE
Vision reads OEE (overall equipment effectiveness) past locked PLCs — no keystrokes.
CV · non-invasive · OEEEdge & IoT platform
Gateways stream your plant data into a time-series core — and stay on-prem whenever confidentiality demands it.
EMQX · TimescaleDB · gatewaysOptimization
Solvers and ML scoring tighten the physical decisions that quietly leak your yield.
Solvers · ML scoring · on-premCommercial intelligence
Demand forecasting, procurement-timing signals, and document automation keep commerce as sharp as the floor.
Forecasting · RAG · automationWhere the work actually runs.
Asset-intensive operations across six sectors — read by camera and sensor, in the conditions your equipment runs in, not a lab.
We watch the line. Without touching it.
Computer vision reads OEE (overall equipment effectiveness) — output, downtime, defects — past locked PLCs, on the edge.
Proof, not promises.
Results pure-software shops can't deliver — real engagements, anonymized at our clients' request, every figure indicative and conservative.
Read a line the ERP couldn't see
Camera-based OEE reads the line your ERP never could — with zero changes to your PLCs.
Found the pattern the rules missed
Graph anomaly detection surfaces the patterns your rules miss, with a human in the loop.
A nervous system for two blind plants
Edge sensing of vibration, temperature, and current gives two blind plants a nervous system.
Clients our team has worked with.
Across the team's prior roles, ventures, and research partnerships.
Prior-role, venture, and research engagements — not all direct Timberstone contracts.
Platforms & ventures
Production-grade platforms either way — we run our own, and engineer the core for partners.
AI geologist, offline in the field
An AI toolkit your geologists run offline on a rugged laptop — data never leaves the site.
Spotter EYE™
Edge-AI you retrofit onto any machine counts reps and scores form — no video leaves the floor.
Construlabs
Run your whole construction operation from one connected system, not a dozen disconnected tools.
Ready-to-go AI
Working AI on a real bottleneck in weeks, on the data you already have — then it grows into your custom build.
Start where it hurts
We drop a pre-built solution onto your single most painful workflow — live in about three weeks.
Prove it on a number
We measure it against a documented baseline, so every claim earns its number before the next step.
Expand into the build
Once it's proven, you grow into the custom build where the value compounds.
How we scope
You only get a scope after paid discovery — and the fee credits straight back the moment you decide to build.
The Assessment
Over 2–12 weeks, we start with your business — not the tech — and put a price on every pain point you have.
- Every bottleneck priced in dollars, time, and risk
- Separate CEO and CTO interview tracks
- At least one non-obvious, actionable insight every time
- The whole fee credits toward implementation
Readiness Scoring
You get a clear 1–10 score across five weighted dimensions, so you know exactly where you stand before anyone commits.
- Scored on the evidence we gather, not on self-report
- Red flags cap the score automatically
- The result sets a realistic approach, not an ambitious one
ROI Standard
Every number we hand you is conservative and defensible — the kind you can take to your board, never invented.
- No claim without a documented baseline
- Conservative, expected, and optimistic cases — we lead with conservative
- We stop projecting at three years
Next step
Tell us where it hurts.
A short assessment puts a dollar value on your bottleneck — credited back if you build.