Local ONNX classification
Task, complexity and confidence are calculated locally.
How it works
One AI conversation becomes measurable.
Veritiana measures what is visible in your browser, processes it locally and turns it into a private record of how you actually use AI.
Visible browser activity only
Processed locally
Metrics sync is optional
One visible browser turn
ChatGPT · GPT-5.6 Thinking
Measured locally
Analyse this document and give me the key findings.
The document identifies three primary risks and recommends...
Task
91% confidence
Summarization
Complexity
78% confidence
Low
Estimated visible tokens
2,292
Input
1,742
Output
550
Context
1,742
Estimated API-equivalent cost
€0.0598
Input cost
€0.0174
Output cost
€0.0424
Token and cost values are estimates derived from visible browser content and versioned model rates.
Not provider billing
Example values for product explanation. Not live customer data.
The measurement flow
Five clear operations. One strict privacy boundary.
The visible text is needed only inside the browser. The synced profile contains metrics, not the conversation.
Local intelligence
The useful interpretation happens before anything can sync.
Token estimation, context estimation, classification and value calculation happen in the extension.
Visible-token estimates
Input, output and visible accumulated context are estimated.
API-equivalent value
Visible usage is translated into an estimated comparable API value.
Optional metrics sync
Only anonymous numerical and classification metrics can be synced.
Honest limits
Veritiana measures what can be observed. It does not invent what cannot.
Measured
- Visible prompt and response length
- Estimated visible context growth
- Task, complexity and classifier confidence
- Platform and visible model label
- Estimated API-equivalent value
Not measurable
- Hidden system prompts or hidden reasoning
- Provider-side caching and internal routing
- Actual internal provider cost
- Native mobile or desktop-app usage
- Unsupported browser surfaces
Start measuring without creating an account.
Install the extension, receive an anonymous local identity and see your first measured result immediately.