faster to first decision
One Python runtime from model to working interface.
Make every model a working surface
Build decision tools
from Python.
Move from a promising model to a governed application without rebuilding the work between them.
Run 0142 · healthy24,512 rows
- LOCAL FIRST
- PYTHON NATIVE
- TEAM GOVERNED
- PRODUCTION READY
A tighter thinking loop
Designed for the moment insight becomes action.
rows, still responsive
Progressive queries keep the useful shape of the data in view.
governed source
Runs, parameters, and outcomes stay connected by default.
Progressive by design
Stay fluid at full scale.
24M rows82 ms interaction
01
Keep the useful shape of the data in view.
Progressive queries, server-side aggregation, and deliberate state boundaries protect the operator’s rhythm as datasets grow.
See how it works02
Make every run explainable after the fact.
Parameters, model versions, human overrides, and outcomes stay attached to one inspectable trail.
Explore governance
VersionedReviewable
A complete application loop
Simple enough to start. Serious enough to ship.
Flows
Model the decision, not the plumbing.
Compose data, models, and human review into a visible flow your whole team can read.
Runs
Schedule work without losing context.
Every run carries its inputs, status, outputs, and history into the next handoff.
Surfaces
Shape the interface to the work.
Build focused tools for operators, analysts, and reviewers without rebuilding the model layer.
Dialogue
Ask the dataset, then keep the answer accountable.
Natural-language exploration resolves into inspectable filters, queries, and saved views.
Integrations
Works where your data already lives.
Pineframe stays useful on its own and composable inside a larger data platform.
Warehouses
Notebooks
Model hosts
Private cloud
Event streams
One system, fewer handoffs
Built for every person around the decision.
Data science
Move past the notebook without leaving Python.
Turn an experiment into a usable surface while keeping the model, data, and evaluation loop together.
Application gallery
One runtime. Many kinds of decisions.
Use the same foundations to build a focused pilot, a daily operating surface, or a governed production system.
From the field
What teams notice first.
“We stopped translating the model into screenshots. The people making the call can finally work in the same surface as the team building it.”
“The run history changed review meetings. Every disagreement now points to an assumption we can inspect instead of a number we have to defend.”
The Pineframe journal
Notes from building in the open.
Open source core
Start with Pineframe today.
Build the first useful surface before the next meeting.
For governed teams
Bring the whole operating loop.
Private deployments, access controls, observability, and support.
Talk to Cat Forest