meraGPT's hosted decision model (state-decider-1). Answers yes/no, choice and rubric-score questions over one state as calibrated distributions in a single pass, on the System One schema, so the typesafe-sdk works by changing its base URL.
FLock.io's typed-decision model, fine-tuned from Mapika's decider-2b. Reads one hidden state per question and scores the declared options, so an answer outside the list cannot occur; several questions about one state share a forward pass.
Decides
choice, score, noul, classify, route
choice, score, noul
Architecture
state-decider
this-that
Fine-tuned from
—
mapika/decider
License
proprietary
mit
Availability
Hosted API
Open weights
Hosted by
meraGPT
—
Input price
$0.030/MTok
—
Decision accuracy
76.8%
87.8%
Calibration error
—
—
Valid action rate
—
—
Median latency
—
31.4 ms
p95 latency
—
—
Evaluation suite
Figures are from each model’s manifest; accuracy and latency are what the publishers report, on their own suites and hardware. Add a third model.
Questions
What is the difference between state-decider-1 and this-that-model?
state-decider-1 is from meraGPT and this-that-model from FLock.io. state-decider-1 is only available as a hosted API; this-that-model has open weights you can download and run. Both answer choice, score and noul questions. Only state-decider-1 answers classify and route. state-decider-1 is licensed proprietary; this-that-model, mit.
Which is more accurate, state-decider-1 or this-that-model?
They report on different suites — state-decider-1 76.8% on typed-decisions benchmark (400 cases, 2,000 decisions; teacher-ensemble references), single run, this-that-model 87.8% on limberc/this-that-complex-decisions (1,710 questions, FLock's benchmark) — so the numbers do not rank them. Test both on your own labelled examples.
Which is cheaper, state-decider-1 or this-that-model?
state-decider-1: $0.03 / $0 per 1M. this-that-model: Free (open weights). Open weights cost nothing per call beyond your own hardware.
Can I run state-decider-1 or this-that-model locally?
this-that-model yes — systemone pull flock-io/this-that-model downloads its weights. The other is only served as a hosted API.
typed-decisions benchmark (400 cases, 2,000 decisions; teacher-ensemble references), single run
