Pay for Answers.
Not Billable Hours.
Buy a bank of tokens and spend them on demand to put our AI agents to work on your data. Any industrial data. Any business goal. One predictable currency.
You're in control
Before you execute, the ML4 Agent gives you a guaranteed token quote. You approve, then it starts.
Define your project
Set one goal, one description, and attach as many CSV data files as you need. Creating a project costs nothing.
To change the goal, create a new project, or duplicate an existing one to reuse the same data files.
Refine the plan
ML4 generates an analysis plan from your goal. You review and refine it before committing a single token.
Execute
Deep Forensic & Predictive Modeling
10 TokensFull agent swarm. Builds and benchmarks ML models. Delivers a plain-English report plus production-ready .py and .joblib files.
Run the same project multiple times to produce different models, then compare results side by side.
Human Strategy Workshop
50 TokensBooked separatelyA 1-hour video call with an ML4 Industrial Expert to structure your data, define business goals, or interpret AI findings for your executive board. Software for speed, humans for strategy.
The complete rate card
- Set up a project & refine the planFree
- 100 starter tokens for every new accountFree
- Deep Forensic & Predictive Run (up to 1 GB data)10 Tokens
- Human Strategy Workshop (1 hour)50 Tokens
That's the entire price list. If something isn't on it, it doesn't cost tokens.
Example
Two runs. Two competing models. You pick the best.
Run the same project twice. Each execution produces a different model using different algorithms. Compare them and ship the one that performs best on your data.
Execution 1
10 Tokens
Project
Predict Bearing Failure: Line 3
Goal
Predict bearing failure 24 hours in advance using sensor data.
Outcome
Random Forest model delivered. 91% accuracy. Full report + .py file ready.
Execution 2
10 Tokens
Project
Predict Bearing Failure: Line 3
Goal
Same project, same plan, executed again to compare outputs.
Outcome
Gradient Boosting model delivered. 94% accuracy. Side-by-side comparison available.
Total cost: two competing models, side-by-side comparison
20 Tokens
10 + 10, versus a consultant’s 6-week engagement
Choose your pack
Volume discounts that scale with your ambition.
Every new account starts with 100 free tokens. That's 10 full predictive runs to try ML4 on your own data. Pick a pack when you're ready for more.
The Explorer Pack
100 Tokens
Capacity
~10 Deep Predictive Runs
- Full Deep Forensic & Predictive Modeling
- Up to 1 GB data per run
- Downloadable .py & .joblib outputs
- Tokens valid for 12 months
Instead of paying a consultant thousands for a single 6-week PoC, the Explorer Pack lets you autonomously run 10 different PoCs by Friday.
The Accelerator Pack
500 Tokens
Capacity
50 Deep Predictive Runs
Included Bonus
FREE 1-Hour Human Strategy Workshop (valued at 50 Tokens) with our engineering team to prioritize your highest-ROI use cases before you spend a single token.
- Everything in Explorer
- Free Strategy Workshop included
- Priority support
- Tokens valid for 12 months
The output of a full data science team, available on demand at a volume discount.
The Enterprise Fleet
1,000 Tokens
Capacity
100 Deep Predictive Runs. Seamless, everyday usage.
Included Bonus
FREE Custom Agent Engineering (valued at 150 Tokens). We adapt the ML4 platform to your internal corporate standards: ISO compliance reporting and custom output formats.
- Everything in Accelerator
- Custom Agent Engineering included
- Dedicated account support
- Tokens valid for 12 months
The best per-token rate available. Run your most ambitious use cases without cost surprises.
Need more tokens? Purchase another pack from your dashboard at any time.
The ML4 Guarantees & Conditions
The simple rules of the ML4 Token Economy.
Why you can't lose
The “Bad Data” Auto-Refund
If you spend 10 tokens on a Deep Predictive Run and our AI determines within the first few minutes that your dataset is fundamentally broken or missing critical temporal markers, it automatically stops and refunds you 7 tokens. You keep a free diagnostic report explaining exactly what's wrong and how to fix your data.
You never pay for an impossible outcome.
Debugging is “On the House”
Our platform features a proprietary self-correcting loop. Whether the AI gets it right on the first try or self-corrects 12 times in the background, you do not pay extra. We absorb the compute risk; you get guaranteed results.
We absorb the compute risk. You get guaranteed results.
Platform Fair-Use Conditions
Click any item to expand.
Put your data to work
Request access to ML4Industry, or book a live demo to see it in action with your data.