Every AI model gets math wrong. Not sometimes — structurally. DATAFLOW gives your model exact computation with full provenance. One API call. Zero hallucination.
Decimal mode for money. 3/3 passes verified. Not float64. Not "close enough." Exact to the penny, every time.
How it works
1
Add the function definition
Register dataflow_compute as a tool in your model configuration. One JSON schema. Works with OpenAI, Anthropic, Google, Ollama — any platform that supports function calling.
2
The model calls us when it needs to compute
When a user asks a numerical question, the model sends structured events instead of guessing. Formulas, variables, units, provenance — all specified by the model.
3
We compute exactly and return results
Deterministic math engine. Every result has a source. No approximation, no hallucination, no bell curve. The model receives exact numbers and uses them in its answer.
# Your code calls us when the model invokes the function
result = requests.post("https://dataflow.infill.systems/v1/compute",
headers={"Authorization": "Bearer sk-dataflow-xxxxx"},
json={
"episode": "thermal",
"events": [{
"formula": "R_si = thickness / (k * A)",
"expression": "0.775e-3 / (149.0 * 65.7e-6)",
"variables": {
"thickness": {"value": 0.000775, "unit": "m"},
"k": {"value": 149.0, "unit": "W/(m*K)"},
"A": {"value": 6.57e-5, "unit": "m²"}
},
"result_unit": "K/W",
"provenance": "Verified source"
}]
}
)
# {"result": 0.07917, "unit": "K/W", "provenance": "Verified source"}# Exact. Deterministic. Every time.
Deterministic. Provable. Auditable.
SAME RESULT
Same input, same output — always
No randomness. No temperature parameter. No bell curve. 2+2=4 every single time, down to the last decimal place.
PROVENANCE
Every number has a source
Thermal conductivity of silicon? Verified source. Heat transfer? Peer-reviewed. Every constant traced, every formula cited.
UNIVERSAL
Works with any model
GPT-4, Claude, Gemini, Llama, Mistral — any function calling platform. Local or cloud. We don't replace your model. We make it accurate.
SELF-HOSTED
Cloud or self-hosted
Use our API or run on your own hardware. Same contract, same results. Defense, medical, regulated — data never leaves your network.
Insurance for your AI workflow
You use AI to move fast. DATAFLOW makes sure it didn't slip a decimal.
PRE-SUBMIT CHECK
Before you push, before you present
Run the same computation through DATAFLOW before you ship code, stamp a design, or walk into a review. If the numbers don't match, stop. Catch it before your stakeholders do.
SOLO VALIDATION
The second set of eyes
No senior engineer to bounce numbers off of? Team doesn't catch the math? DATAFLOW validates assumptions and eliminates poor decisions based on wrong numbers — independently, every time.
ASSUMPTION AUDIT
Your model made an assumption. Did it pick the right one?
Darcy vs Fanning. float64 vs decimal. mm² vs m². Models pick constants and conversions silently. DATAFLOW verifies each one with a cited source — not a confidence score.
EMBARRASSMENT INSURANCE
Don't learn about the error in a meeting
The worst time to find out your model was wrong is when someone questions your numbers. DATAFLOW catches it first — privately, before it leaves your desk.
Simple pricing
Less than your model subscription. More valuable than any of them.