01 The shortlist
Seven models, driven through the coach.
Every one answered the same 58 real questions in the coach's seat. Prices are input / output per
million tokens, from the in-app picker. All of them are good enough on the content — the differences
below are about delivery, caution and cost.
DeepSeek V4 Pro
Reliable default
~deepseek/deepseek-pro-latest
Clean, accurate and even-handed — the baseline every other model is measured against. A little less
eager to reach for tools than the rest, which mostly reads as calm. Text-only: it can't read a food photo.
- $0.13 / $8.00
- 1M context
- text only
Gemini Flash
Clean & cheap
google/gemini-flash-latest
Fifty-eight for fifty-eight clean, fast, and it reads images. None of the reasoning-leak its bigger
sibling has (below) — the light-reasoning tier simply doesn't spill. A strong, inexpensive everyday pick.
- among the cheapest
- reads images
- pricing in the lab
GPT Mini
Punchy
~openai/gpt-mini-latest
Clean and the most concise of the lot — short, direct answers that fit a phone. It enforces OpenAI's
strict tool contract, so it wouldn't talk to the app at all until we tightened every tool schema (see below).
- $0.75 / $4.50
- 400K context
- strict tools
GPT Sol
Most careful
~openai/gpt-sol-latest
The most safety-thorough of the five — it volunteers the red flags the others don't (dark-urine
rhabdo on bad soreness, cervical-spine caution for rheumatoid arthritis). More thorough also means more
verbose, and it's the priciest seat in the house.
- $2.00 / $10.00
- 1.1M context
- most verbose
Gemini 3.5 Flash Lite
Clean & cheap
google/gemini-3.5-flash-lite
Clean across the board and good at reading your log — none of its bigger sibling's reasoning leak. Tool-eager like the other Geminis (it'll offer to remember a health fact), and a hair less careful than GPT Sol on one medical hand-off, but accurate and safe throughout.
- $0.30 / $2.50
- 1M context
- reads images
DeepSeek Flash
Cheapest
~deepseek/deepseek-flash-latest
The cheapest seat here by a mile, and the sharpest at using your data — it builds answers around your actual set counts and session times more than any other model. The catch: delivery wobbles now and then — a stray line of thinking, and once a fully garbled reply — so it's less polished than Gemini Flash or V4 Pro. Strong value if you can live with the occasional hiccup.
- $0.02 / $0.80
- 1M context
- reads images
Gemini Pro (currently Argon)
Avoid
google/gemini-pro-latest
The content is as good as the rest — but about one reply in four leaks its raw chain-of-thought
or tool-call JSON into what the user sees, and one in ten comes back unusable. It's a quirk of this
model, not the app (the adapter routes reasoning to a hidden channel; Pro writes it into the answer anyway).
Right now gemini-pro-latest resolves to the snapshot codenamed Argon, so the leak is Argon's —
it could shift if the alias is repointed. Same price as GPT Sol, for a worse experience.
- $2.00 / $10.00
- 1M context
- leaks ~28%