Fast-twitch.ai
AI tools for the physical world
The high-velocity lab

AI for the Physical World.

We build high-velocity AI tools for Agriculture, Biology, and Geospatial innovation. From trial data to commercial execution—delivered in 30-day sprints.

Think high-end sports performance lab meets orbital command center.

Sprint product suite

Modules instead of vague services.

We package capabilities as functional modules you can see, click, and deploy. Each sprint ships one or two of these into your environment.

Product Trial Acceleration

Condense years into weeks.

Simulations that blend historical trials, weather, and soil zones to project performance before the season is over.

  • Scenario explorer for agronomy & product teams.
  • Field-level views for reps and customers.
  • What-if levers that stay grounded in biology.
Epigenetic Modeling

Stress response as a feature, not a surprise.

Models that track how living systems respond over time to heat, drought, management, and load—then turn that into decision support.

  • Identify high-risk environments before they break.
  • Highlight resilient genetics or management strategies.
  • Feed insights into launch and positioning decisions.
Market & Economic Impact

Digital twins of the value chain.

Lightweight digital twins of your supply chain and local economics that let you stress-test strategy before it hits the field.

  • Local ROI and payback calculators.
  • Scenario planning for product mix and logistics.
  • Executive views that stay tied to real agronomy.
Dynamic Pricing & Forecasting

Inventory that matches the physical world.

Forecasts that combine agronomic signals, demand curves, and operational constraints to keep you aligned with reality—not last quarter's spreadsheet.

  • Regional demand and supply imbalance alerts.
  • Guidance for pricing, allocation, and incentives.
  • APIs ready for your ERP and sales tools.
Fast-twitch engagement model

From tactical audit to integrated system.

Clear time boxes, clear outputs. You always know what a sprint buys you.

1 week
Tactical Audit & Validation

We map your data, workflows, and constraints. Together we validate that a high-velocity tool is possible and pick the first module to ship.

1 month
Strategic Tool & UI Deployment

We design, build, and deploy a working tool that fits how your people work today—often on tablet or mobile in the field.

3 months
Architectural Systems Integration

We connect the first tools into your broader data and systems, hardening the stack and extending what works.

Value-first AI

Mechanics that keep us honest.

We care as much about how tools land in your team as we do about how they perform in a benchmark.

The Decaying License

We don't rent-seek on old math.

Our licenses decay over time. The value we deliver is a reason to build the next tool together—not a reason to cling to the last one.

Happiness Metrics

Friction is a signal, not a nuisance.

Adoption, satisfaction, and cognitive load sit next to accuracy in our scorecard. If your team hates using it, we missed the mark.

Workflow as a First-Class Citizen

The model is only one third of the story.

We design around your existing workflows: who is in the truck, who is in the barn, who is in the lab. The right tool respects that choreography.

  • We favor small, composable tools over giant platforms.
  • We try to ship something testable every week, not every quarter.
  • We treat your domain expertise as the source of truth.