What ml & infrastructure tools cost to run
31 tools in this category publish a monthly price. The median is $25, from $5.95 to $259. What follows is what the model underneath would cost at four shapes of work, and what that leaves for everything the company actually built.
One person using an assistant through a working day.
The median seat, $25, on the light workload
The same seat price, the same work, three model choices. Nothing about the product changed between those rows. That gap is the reason to ask a vendor which model is underneath and whether it can change without telling you.
Every ml & infrastructure tool that publishes a price
Entry price against the light workload on Gemini 3.1 Pro. Where the price is a range, the figure is the lowest published monthly number.
| Tool | Entry price | Model cost | Left over |
|---|---|---|---|
| Ajelix | $5.95 | $11 | $-4.61 (-77%) |
| GPTExcel | $6.99 | $11 | $-3.57 (-51%) |
| MagicSlides | $8.00 | $11 | $-2.56 (-32%) |
| Formula Bot | $9.00 | $11 | $-1.56 (-17%) |
| Hugging Face | $9.00 | $11 | $-1.56 (-17%) |
| SheetAI | $9.00 | $11 | $-1.56 (-17%) |
| SlidesGPT | $9.99 | $11 | $-0.57 (-6%) |
| Bricks | $10 | $11 | $-0.56 (-6%) |
| Glasp | $10 | $11 | $-0.56 (-6%) |
| Numerous.ai | $10 | $11 | $-0.56 (-6%) |
| Wonderslide | $10 | $11 | $-0.56 (-6%) |
| ClearML | $15 | $11 | $4.44 (30%) |
| Mem0 | $19 | $11 | $8.44 (44%) |
| Helicone | $20 | $11 | $9.44 (47%) |
| Powerdrill | $24 | $11 | $13 (56%) |
| Basedash | $25 | $11 | $14 (58%) |
| Slidebean | $29 | $11 | $18 (64%) |
| Hex | $36 | $11 | $25 (71%) |
| LangSmith | $39 | $11 | $28 (73%) |
| Coefficient | $49 | $11 | $38 (78%) |
| Portkey | $49 | $11 | $38 (78%) |
| PromptLoop | $49 | $11 | $38 (78%) |
| Arize AI | $50 | $11 | $39 (79%) |
| Comet | $50 | $11 | $39 (79%) |
| FinChat | $50 | $11 | $39 (79%) |
| PromptLayer | $50 | $11 | $39 (79%) |
| Weights & Biases | $50 | $11 | $39 (79%) |
| Langfuse | $59 | $11 | $48 (82%) |
| Equals | $100 | $11 | $89 (89%) |
| Braintrust | $249 | $11 | $238 (96%) |
| Roboflow | $259 | $11 | $248 (96%) |
A model, not an audit. We do not know which model any of these run on or how much work a seat does, and the figures exclude caching, batching and volume discounts, all of which push a real bill down.