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
🟢 Data Readiness & Diagnostic
3 TokensScrubs your data, runs EDA, and tells you if a predictive model is viable.
🔴 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.
Each execution may produce different outputs — run the same project multiple times and 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.
Example
From raw data to best model
A diagnostic project validates your data first. Then the main project runs twice — each execution produces a different model. You compare them and choose the best.
Diagnostic Run
3 Tokens
Project
Data Quality Check — Line 3 Sensors
Goal
Are my vibration and temperature CSV files usable for failure prediction?
Outcome
Data validated. AI identifies one sparse sensor column and recommends exclusion.
Execution 1
10 Tokens
Project
Predict Bearing Failure — Line 3
Goal
Predict bearing failure 24 hours in advance using cleaned 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 — validated data, two competing models, side-by-side comparison
23 Tokens
3 + 10 + 10, versus a consultant’s 6-week engagement
Choose your pack
Volume discounts that scale with your ambition.
The Explorer Pack
100 Tokens
Capacity
~10 Deep Predictive Runs or ~33 Diagnostic Checks
- All three agent types available
- 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, 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.
Token Top-Up Blocks are available. Purchase additional tokens from your dashboard at your tier’s discounted rate.
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. It gracefully downgrades to a 3-Token Diagnostic Check and provides a report on how to fix your sensors.
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.
Be first in line
ML4Industry is opening early access soon. Join the waitlist or book a live demo to see it in action with your data.