# Atlas with MiniMax-M2.5-highspeed in 2026: Paying 2x for Latency > MiniMax-M2.5-highspeed costs $0.60 per Mtok input and $2.40 per Mtok output, exactly 2x base MiniMax-M2.5, for the same 204,800 token context and 131,072 output cap. MiniMax-M2.5-highspeed is the throughput tier for MiniMax-M2.5: exactly double the base rates, $0.60 per Mtok input versus $0.30 and $2.40 per Mtok output versus $1.20, for identical weights, an identical 204,800 token context, and an identical 131,072 output ceiling. Inside Atlas, MiniMax-M2.5-highspeed is a pure latency purchase, priced transparently. You are not buying a better model. You are buying the same model, sooner. ## Key takeaways - MiniMax-M2.5-highspeed costs $0.60 per Mtok input and $2.40 per Mtok output, exactly 2x base MiniMax-M2.5. - MiniMax-M2.5-highspeed keeps the identical 204,800 token context and 131,072 output cap, so no spec is traded away. - MiniMax-M2.5-highspeed offers zero quality gain over base M2.5, so unattended runs should stay on the $0.30 and $1.20 tier. - At $2.40 per Mtok output, MiniMax-M2.5-highspeed still lands far under Kimi K2.6's $4.00 output rate. - MiniMax-M2.7-highspeed costs the same $0.60 and $2.40 on a newer checkpoint. ## What exactly are you buying with MiniMax-M2.5-highspeed? MiniMax-M2.5-highspeed is a clean 2x multiplier over MiniMax-M2.5 with no spec change: $0.60 per Mtok input against $0.30, and $2.40 per Mtok output against $1.20. The 204,800 token context and 131,072 output cap are identical, which makes the speed-versus-cost decision a single arithmetic question. Most speed tiers muddy the comparison by changing something else at the same time, a smaller window or a clipped output budget, so you cannot tell what you paid for. MiniMax-M2.5-highspeed does not. The weights are the same, the 204,800 token context is the same, and the 131,072 output ceiling is the same, so buying throughput does not shorten what MiniMax-M2.5-highspeed can write in one turn. The only variable is serving priority. That makes the decision easy to reason about: if a human is watching the terminal, doubling the rate to halve the wait is usually correct, and if nobody is watching, it never is. ## How does MiniMax-M2.5-highspeed compare to GLM-4.7 and Kimi K2.6 on price? Even at the doubled rate, MiniMax-M2.5-highspeed's $0.60 per Mtok input and $2.40 per Mtok output land in the same neighborhood as GLM-4.7's $0.60 and $2.20 tier, and far under Kimi K2.6's $4.00 per Mtok output, which is the more relevant comparison for a reasoning workload. That comparison reframes what the highspeed tier actually is. MiniMax-M2.5-highspeed is not an expensive model. It is a normally-priced model that happens to be twice its own sibling. Against Kimi K2.6 at $4.00 per Mtok output, MiniMax-M2.5-highspeed is still the cheaper way to run Atlas's agent loop with reasoning enabled, and it keeps the full 131,072 output cap while doing it. If you were already budgeting for a mid-tier model, the highspeed lane costs about what you expected to pay anyway, and the throughput is a bonus rather than a premium. ## When is MiniMax-M2.5-highspeed the wrong choice? MiniMax-M2.5-highspeed delivers zero quality gain over base MiniMax-M2.5, so any batch job, CI run, or unattended agent should use the $0.30 per Mtok input and $1.20 per Mtok output tier instead. Paying double for serving priority that nobody is present to experience is pure waste. The rule extends inside a single Atlas session. Atlas fans out work to subagents that can run in the foreground or in parallel background sessions, and background subagents are by definition not being watched. Sending them to `minimax/MiniMax-M2.5` while the interactive main loop runs on `minimax/MiniMax-M2.5-highspeed` is the configuration that matches where a human's attention actually is. A second reason to look elsewhere: MiniMax-M2.7-highspeed is the same $0.60 and $2.40 price on a newer checkpoint, which makes MiniMax-M2.5-highspeed hard to justify today. ## How do you switch between the fast and cheap MiniMax tiers mid-session? Set `"model": "minimax/MiniMax-M2.5-highspeed"` for interactive work and `"small_model": "minimax/MiniMax-M2.5"` for the cheap slot, then favorite both in the TUI's `/models` dialog so `model.cycle_recent` flips you between the fast and cheap tiers without leaving the session. Atlas lets you switch the active model and provider on the fly with favorites and recents, and MiniMax-M2.5-highspeed is the clearest case for using that feature deliberately. The pattern that works: plan and explore on the highspeed tier while you are engaged, then cycle to base MiniMax-M2.5 before you kick off a long unattended build pass and step away. Because the two ids share the same weights, the same 204,800 token context, and the same 131,072 output cap, cycling between them changes nothing about behavior. Only the bill and the wait change. ## Setup 1. Export MINIMAX_API_KEY or authenticate with `atlas login`. 2. Run `atlas models minimax` and pick `MiniMax-M2.5-highspeed` from the resolved list. 3. Set `"model": "minimax/MiniMax-M2.5-highspeed"` for interactive work and `"small_model": "minimax/MiniMax-M2.5"` for the cheap slot. 4. Favorite both in the TUI's `/models` dialog so `model.cycle_recent` flips you between the fast and cheap tiers mid-session. 5. Before starting an unattended or CI run, cycle back to `minimax/MiniMax-M2.5` so the job bills at $0.30 and $1.20. ## FAQ ### how much does minimax-m2.5-highspeed cost MiniMax-M2.5-highspeed costs $0.60 per Mtok input and $2.40 per Mtok output, which is exactly double base MiniMax-M2.5's $0.30 and $1.20. ### is minimax-m2.5-highspeed smarter than minimax-m2.5 No. MiniMax-M2.5-highspeed runs identical weights with an identical 204,800 token context and 131,072 output cap. The only thing the doubled price buys is serving priority. ### when should i use minimax-m2.5-highspeed Use MiniMax-M2.5-highspeed only when a human is waiting on the tokens, such as an interactive Atlas TUI session. For batch, CI, or unattended agent runs, base MiniMax-M2.5 at $0.30 and $1.20 does the same work. ### what is the minimax-m2.5-highspeed context window MiniMax-M2.5-highspeed has a 204,800 token context window and a 131,072 max output cap, both unchanged from base MiniMax-M2.5. ### how do i switch between minimax highspeed and standard in atlas Favorite both `minimax/MiniMax-M2.5-highspeed` and `minimax/MiniMax-M2.5` in the TUI's `/models` dialog, then use `model.cycle_recent` to flip between the fast and cheap tiers mid-session. ### minimax-m2.5-highspeed vs minimax-m2.7-highspeed MiniMax-M2.7-highspeed is priced at the same $0.60 and $2.40 on a newer checkpoint, which makes MiniMax-M2.5-highspeed hard to justify today. --- Canonical HTML: https://runatlas.sh/resources/models/minimax-m2-5-highspeed Source of truth: aeo_pages row `/resources/models/minimax-m2-5-highspeed` (segment: Models) (this file is generated from it, never hand-edited). Licence: Atlas is proprietary with a free core. It is not open source and there is no public source repository.