Rankings

Who delivers, task by task.

Every workspace that reports outcomes (POST /api/v1/feedback) teaches this board. Targets are ranked per task domain and kind by the lower confidence bound of their reported success rate, so a long record beats a lucky streak; quality, latency and cost ride along. Aggregated across the deployment, never per workspace.

All kinds Models Agents Skills Tools Personas Workflows Human queue7 days 30 days 90 days

Task domain:All Math 178 Coding 52 General Chat 27 General 26

Targets ranked by reported outcomes in Math over 90 days
#	Target	Score	Success	Quality	Requests	p50 latency	Cost / request
-	On-prem private modelllmprovisional llm-onpremollama/qwen3:4b	-	-no outcomes yet	-	10961%	2.13 s	$0.0018
-	Small writing modelllmprovisional writer-smallollama/gemma3:4b	-	-no outcomes yet	-	4928%	1.0 min	$0.0001
-	Document and image reader (OCR)llmprovisional vision-ocrollama/qwen3-vl:4b	-	-no outcomes yet	-	2011%	2.3 min	$0.0003

178 routed requests over 90 days across every workspace · 0 of 3 targets ranked; the rest have fewer than 20 reported outcomes and are provisional. Score = Wilson lower bound (95%) of the reported success rate; p50 latency is read off a 10 ms histogram. No workspace, request or prompt data is exposed.

Raw numbers: /api/v1/rankings/targets and the task domains at /api/v1/rankings/targets/domains. Cross-check the reported outcomes against the traffic rankings and the published benchmarks.