Foundation Model APIs and Inference Platforms
89TriVista score
Mistral AI API
A developer service from a French AI lab for its Mistral models, which a company can also run on its own servers under a commercial license.
DeepInfra
AI tool profile ·
A low-cost pay-per-use service for running open AI models across text, image, speech, and video, with no long-term contract.
68TriVista score
Category rankTied #10 in Foundation Model APIs and Inference Platforms
Baseline ELO1,459.8
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At a glance
What it does
DeepInfra is a serverless hosting service for open-weight AI models, covering language models such as Llama, DeepSeek, and Qwen, plus image generation, speech, and embedding models. Developers call a single API to use any hosted model and pay only for what they use, with no long-term contract. It generally prices hosted open models below the rates on some larger platforms and focuses purely on infrastructure rather than building its own models. For higher-volume or custom needs, it offers dedicated GPU instances, including newer chips like the H200 and B200, and DGX clusters with high-speed networking between GPUs. Access is by API key, with usage billed monthly.
Where it can help
This fits a team that wants to run well-known open models as cheaply as possible and does not need a full platform of extra tools like fine-tuning wizards or agent frameworks. A simple starting point is pointing one existing feature, such as a chatbot or summarizer, at a DeepInfra-hosted open model and comparing the monthly bill against your current provider. As a planning figure, smaller open models often run a few cents to a few dollars per million tokens, noticeably less than the same model hosted elsewhere, though pricing changes as new versions are added. DeepInfra is a smaller, infrastructure-focused company rather than a major cloud provider, so confirm its support responsiveness, uptime track record, and ability to meet your industry's compliance requirements before moving a critical workload onto it.
Cost guide
What it can cost
These estimates cover licensing, setup, integrations, staff time, security, administration, and support.
| Cost measure | Low | Base | High |
|---|---|---|---|
| First-year total | $60.7K | $96.5K | $156.5K |
| Three-year total | $127.9K | $194.5K | $302.9K |
| First-year cost per unit | $60.7K | $96.5K | $156.5K |
| Average annual cost per unit (over three years) | $42.6K | $64.8K | $101K |
Cost breakdown by scenario
| Component | Low | Base | High |
|---|---|---|---|
| Licensing and usage | $18K | $24K | $32.4K |
| Implementation | $9K | $15K | $25.5K |
| Integration | $13.2K | $24K | $43.2K |
| Staff time and change management | $7K | $10K | $14K |
| Security | $5.3K | $7.5K | $11.3K |
| Administration | $3.8K | $5K | $6.8K |
| Support | $1.7K | $2.2K | $3K |
Estimate assumptions: Based on 1 production API workspace. This is a planning allowance, not verified product pricing. Confirm the vendor’s billing unit and current price or quote before budgeting.
Benefits have not been estimated: The current research does not estimate potential savings, return on investment, or how long it would take to recover the cost. Earlier benefit estimates are excluded.
Get started
What you need first
What you need firstSet up the basics
Confirm current product identity, commercial packaging, data processing terms, sign-in and access rules, retention, integrations, support model, implementation effort, and rollback conditions.
How to startSet clear limits
Verify identity, package, availability, ownership, pricing, and security evidence before approving a pilot
Before you scaleSet safe working rules
Recommended next action
Do not approve a pilot yet. Verify the current product identity, package, availability, owner, pricing, and security evidence; then define one workflow, a baseline, and rollback criteria.
Decision ownerBusiness and technology owner
STARTSet a goal and owner
Define what success looks like for a test of DeepInfra and assign someone to lead it.
FIRST MONTHTest one workflow
Once the requirements above are met, compare a small trial with how your team works today.
MONTH TWOReview actual use
Track adoption, output quality, business results, and actual costs against the estimate.
MONTH THREEDecide what comes next
Use the results to decide whether to stop, adjust, or expand the pilot.
Risk profile
Required controls
Security and safe use
Confirm encryption, how the vendor uses your data, customer data separation, how long data stays and how to delete it, activity records, sign-in and user setup, where data is handled, other companies that process data, past incidents, and what your team must manage.
Exit and rollback
Review before rollout: confirm how to export your data, revoke access, and return to your existing workflow. Assign an owner and test the rollback plan before expanding use.
Recommended next step
Do not approve a pilot yet. Verify the current product identity, package, availability, owner, pricing, and security evidence; then define one workflow, a baseline, and rollback criteria.
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How to learn more about this tool
Where to check the product, price, security, and support.
Official product information
deepinfra.com
Read official information →
Score history
How the rating has changed
Recorded score and category rank across research updates.
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TriVista Score 68.3/100Category rank #10
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