Askli benchmarks
Frontier AI can reason about what users might think. Askli surrounds that intelligence with research: participant evidence, adaptive conversations, synthesis, and integrity checks. We tested that difference in two controlled experiments.
We gave the same research question to frontier model families in two conditions: a direct, one-shot answer and a structured research workflow.
Same model families. Better research process.
See Benchmark 01Frontier AI saw the product artifact and predicted how users might react. Quick Check analyzed controlled participant evidence.
Controlled benchmark · 20 scenarios · 200 simulated interviews
See Benchmark 02Benchmark 01: adding research structure improved the usefulness of frontier-model output.
Benchmark 02: when the workflow had participant evidence rather than artifact-only inference, it recovered the controlled evidence substantially more accurately.
Neither benchmark claims Askli has a smarter model. That's not the point.
Askli uses frontier intelligence differently: to do research rather than substitute for it.