Leaderboards you can check, row by row.
Every ranked number links to the official benchmark row it came from. Vendor claims are shown but never ranked. Every change is dated.
Documented capability review · updated 18 September 2026
AI Observability Leaderboard
LLM and agent observability platforms and tools ranked on ten documented criteria, one table re-weighted by the question you are asking, every cell linked to the page it was checked against.
Top score 100 of 100, re-weighted for six kinds of reader.
Ranks 18 products on 10 criteria and carries 4 more unranked. Of 210 judged cells, 113 are documented and 81 partial.
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Documented capability review · updated 17 September 2026
Guardrail Leaderboard
Guardrail and prompt-injection defences ranked on what their own documentation shows, one table per form factor, every cell linked to the page it was checked against.
Top scores 79 for an SDK, 72 for a proxy, 44 for an edge firewall, and 58 for a managed cloud gateway, of 100.
Ranks 15 tools inside 4 form factors, never across them. Of 345 cells, 132 are documented and 69 unclear.
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Capability review · updated 16 September 2026
AI Gateway Leaderboard
Open-source AI API gateways ranked on how many of twenty capabilities their own documentation shows, one point each, every cell linked to the page it was read from.
Top score 20 of 20 capabilities documented, held by two.
Ranks 9 gateways on how many of twenty capabilities each documents, one point apiece, and lists 4 under 1,000 stars. Of 260 cells, 26 have no source.
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published accelerator runs · updated 15 September 2026
Inference Hardware Leaderboard
Frontier AI accelerators ranked on the throughput published for them, one ranking per model revision at one prompt and answer length at one deployment size. Every published run is a row, and the software is named on every one.
Top frontier figure is 170 output tokens a second per chip.
Ranks 494 chips over 108 rankings, each one a model at a shape at a deployment size. Another 56 whose runs never reach the opening rate.
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Terminal-Bench · updated 8 September 2026
Coding Harness Leaderboard
Coding agents ranked by official Terminal-Bench score, and by how much each one adds over the same model running on its own.
Highest accuracy 87.4% ± 1.8 on Terminal-Bench 2.1.
Ranks 4 on Terminal-Bench 2.1 and 29 on Terminal-Bench 2.0. Another 9 evaluation harnesses, 4 vendor-reported, and 11 with no published benchmark.
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