DeepSeek V4 Pro (high), Terminus-2 vs. Step 5 Preview (Reasoning), Terminus-2
DeepSeek V4 Pro (high), Terminus-2 against Step 5 Preview (Reasoning), Terminus-2: Geospatial Agent Index, each evaluation, cost, time and tokens, on the same tasks and limits. Methodology.
Side by side
| Metric | DeepSeek V4 Pro (high), Terminus-2 | Step 5 Preview (Reasoning), Terminus-2 |
|---|---|---|
| Geospatial Agent Index: Text only | 70 | 34 |
| Geospatial Agent Index: Text + vision | No image input | No data |
| Earth-Bench V2 score | 68 | 32 |
| GeoBenchX score | 65 | 17 |
| GS-QA2 score | 77 | 52 |
| Vision agents score | No image input | No data |
| GeoAgentBench score (Guided workflows; not in the Agent Index) | 96 | 50 |
| GeoAnalystBench score (Guided workflows; not in the Agent Index) | 100 | 53 |
| OGD4All score (standalone; in no index) | No data | No data |
| GeoNatureAgent score (standalone; in no index) | No data | No data |
| MultiGlobeQA score (standalone; in no index) | No data | No data |
| GeoAgentEval score (standalone; in no index) | No data | No data |
| Remote sensing and raster analysis score | 77 | 35 |
| GIS analysis score | 73 | 67 |
| Climate and time series score | 66 | 34 |
| Spatial statistics score | 23 | 0 |
| Making maps score | 81 | 19 |
| Recognising infeasible requests score | 62 | 24 |
| Cost per task | $0.30 | $0.071 |
| Time per task (at 100 output tokens/s) | 4.0 min | 7.9 min (estimated) |
| Tokens per attempt | 242k | 90k |
| Turns per attempt | 13.9 | 11.1 |
| Input price per 1M tokens | $1.32 | $1.00 |
| Output price per 1M tokens | $3.96 | $2.70 |
| Context window | 1,048,576 | 1,024,000 |
| Image input | No | Yes |
| Developer | DeepSeek | StepFun |
Charts
Geospatial Agent Index
Equal average of Earth-Bench V2, GeoBenchX and GS-QA2, 0 to 100 · Higher is better
Data table: Geospatial Agent Index
| Model | Developer | Geospatial Agent Index |
|---|---|---|
| DeepSeek V4 Pro (high), Terminus-2 | DeepSeek | 70 |
| Step 5 Preview (Reasoning), Terminus-2 | StepFun | 34 |
Cost per task
Average cost per task (USD) · Lower is better
Data table: Cost per task
| Model | Developer | Cost per task |
|---|---|---|
| Step 5 Preview (Reasoning), Terminus-2 | StepFun | $0.071 |
| DeepSeek V4 Pro (high), Terminus-2 | DeepSeek | $0.30 |
Output tokens per task
Average output tokens per attempt, reasoning included · Lower is better
Data table: Output tokens per task
| Model | Developer | Output tokens per task |
|---|---|---|
| Step 5 Preview (Reasoning), Terminus-2 | StepFun | 10k |
| DeepSeek V4 Pro (high), Terminus-2 | DeepSeek | 20k |
Frequently asked questions
Which scores higher on the Geospatial Agent Index, DeepSeek V4 Pro (high), Terminus-2 or Step 5 Preview (Reasoning), Terminus-2?
DeepSeek V4 Pro (high), Terminus-2, 70 to 34.
Which is cheaper per task, DeepSeek V4 Pro (high), Terminus-2 or Step 5 Preview (Reasoning), Terminus-2?
Step 5 Preview (Reasoning), Terminus-2, $0.071 to $0.30.
Which writes fewer output tokens per task, DeepSeek V4 Pro (high), Terminus-2 or Step 5 Preview (Reasoning), Terminus-2?
Step 5 Preview (Reasoning), Terminus-2, 10k to 20k.
Which has the larger context window, DeepSeek V4 Pro (high), Terminus-2 or Step 5 Preview (Reasoning), Terminus-2?
DeepSeek V4 Pro (high), Terminus-2, 1,048,576 tokens to 1,024,000 tokens.
More: DeepSeek V4 Pro (high), Terminus-2 · Step 5 Preview (Reasoning), Terminus-2 · All comparisons