Model recommendations

Top model versions by real user reputation in each task. Rankings reflect IADT-collected first-hand experience, not benchmarks.

90-day coverage · updated 2026-07-28 UTC

Conversation and interaction

Everyday companionship Observing — not enough exact-version evidence yet View status → Emotional support and self-reflection Observing — not enough exact-version evidence yet View status → Roleplay and interactive storytelling Claude Opus 4.6 · Observing View Top 3 →

Writing and language

Practical writing and editing Observing — not enough exact-version evidence yet View status → Creative writing Kimi K3 · Observing View Top 3 → Long-form narrative consistency Observing — not enough exact-version evidence yet View status → Translation Observing — not enough exact-version evidence yet View status →

Information and learning

Research and information synthesis Observing — not enough exact-version evidence yet View status → Long-document reading and summary Observing — not enough exact-version evidence yet View status → Tutoring and concept explanation Claude Fable 5 · Observing View Top 3 →

Programming and software development

Code generation and modification GPT-4o · Observing View Top 3 → Debugging and code review Observing — not enough exact-version evidence yet View status → Repository-level task execution Observing — not enough exact-version evidence yet View status →

Mathematics and data

Mathematical problem solving Observing — not enough exact-version evidence yet View status → Data and structured analysis Observing — not enough exact-version evidence yet View status →

Multimodal understanding

Image understanding Observing — not enough exact-version evidence yet View status → Documents, tables, and charts Gemma 4 31B · Observing View Top 3 →

Agents and automation

Personal assistant and daily tasks MiMo-V2.5 · Observing View Top 3 → Multi-step workflow execution Qwen3.5-122B-A10B · Observing View Top 3 → Browser and computer operation GLM 5.2 · Observing View Top 3 →

Professional domains

Medical and health information Observing — not enough exact-version evidence yet View status → Legal information and documents Observing — not enough exact-version evidence yet View status → Finance and investment analysis Observing — not enough exact-version evidence yet View status →