Scores help you shortlist. The final decision should come from one repeated task using your own inputs.
VS
02 · DEFINE THE BUYER
The winner changes when the job changes.
HubAI applies visible rule-based adjustments to the catalogue evidence. This is a shortlist signal, not a substitute for testing.
GP
Research AI
GPT‑Rosalind
58FIT /100
A specialist life-sciences model with published pricing and broader controlled access. It belongs on a governed research shortlist, but Workbench remains in preview and independent same-task scientific, cost and reliability testing is pending.
Best for
Eligible life-sciences organisations testing governed research workflows across biology, drug discovery and translational medicine
Price
$5/1M input, $0.50/1M cached input and $25/1M output tokens from 5 October 2026; tools and compute are additional
Free / trial
No self-service trial; global access for eligible organisations requires trusted-access qualification and safety review
Watch-out
Access requires organisational approval and trusted-access review
Low confidence · Score v1.1+ Catalogue evidence available for review.! Output quality needs a same-task proof check.
A managed route to the Codex harness for long-running agents. Its value depends on the orchestration work removed after complete-task cost, permission boundaries, recovery and public-beta change risk are measured.
Best for
Developers building durable cloud agents with managed context, tools, optional subagents and configurable execution environments
Price
No additional Agents API fee; pay for consumed model tokens, tools and applicable sandbox or infrastructure usage
Free / trial
Public beta available to all developers; no separate free-trial allowance announced
Watch-out
Public beta behaviour and interfaces may change
Low confidence · Score v1.1+ Catalogue evidence available for review.! Output quality needs a same-task proof check.
A score is only useful when the test matches the category.
Video tools are judged differently from code assistants. HubAI keeps the four shared dimensions visible, then adds a job-specific test plan to every comparison.