ML Platforms
Replicate vs Together AI.
Both sit in ML Platforms, scored on the same six pillars from the same published methodology. Here is where they actually differ.
The short answer
Too close to call on score alone — Replicate sits at 79.1 and Together AI at 80.6. A gap that size is inside the noise of any honest scoring model, so pick on fit rather than rank.
Together AI leads on momentum.
Replicate, Inc.
79.1
Strong
Run any open model in the cloud with one line of code.
- From
- Pay per second of compute (no minimum)
- Pricing
- Usage-based
- Maturity
- Established
- Founded
- 2019
Together AI
80.6
Strong
Fast inference and fine-tuning for open-source models.
- From
- Pay-as-you-go per token / per GPU-hour
- Pricing
- Usage-based
- Maturity
- Established
- Founded
- 2022
Pillar by pillar
The same six pillars and fixed weights used for every tool on the site. A lead of fewer than 5 points is not called for either side — these are evidence-backed judgements, not measurements. Read the methodology.
Capability
Level
Value for Money
Level
Security & Compliance
Level
Integrations & Ecosystem
Level
Maturity & Reliability
Level
Momentum
Together AI by 9
Which one, and when
Pick Replicate if
- →Shipping model-backed features fast
- →Experimenting across many models
- →Spiky/low-volume workloads
The catch
- Cold starts add latency on rarely used models
- Costs above dedicated hosting at sustained high volume
Pick Together AI if
- →where the product will be in a year matters as much as today — it leads Momentum by 9 points.
- →Shipping open models to production
- →Fine-tuning at lower cost
- →Teams avoiding vendor lock-in
The catch
- You own more of the model-selection and eval work than with a closed API
- Enterprise compliance surface still maturing vs hyperscalers
What each is good at
Replicate
- ✓Simplest way to productionize any open model
- ✓True pay-per-use with per-second billing
- ✓Huge catalog of ready-to-run community models
Together AI
- ✓Fast, cost-effective inference for a huge range of open models
- ✓OpenAI-compatible API makes switching low-friction
- ✓Fine-tuning and dedicated GPU capacity in one place
Other comparisons in ML Platforms
Comparing something else? Build your own side-by-side across any tools in the catalog.