Predibase (now Rubrik) vs Together AI vs Baseten vs Modal

A side-by-side look at scores, pricing and features — with RECATOOLS' ASEAN-aware verdict for each.

Predibase (now Rubrik) LoRA fine-tuning platform, folded into Rubrik in 2025 Visit Together AI AI cloud for running, fine-tuning and training open models at scale Visit Baseten Production AI inference on autoscaling GPUs, with Model APIs and train... Visit Modal Serverless GPUs, sandboxes and inference, driven from Python Visit
RECATOOLS Score 7.3 / 10 8 / 10 7.4 / 10 7.8 / 10
Capability 8 8 8 8
Value for money 6 8.5 7 7
Ease of use 6 6.5 7 8
ASEAN readiness 5 5.5 6 5
API quality 8 8.5 8 8
Pricing Unknown Usage_based Usage_based Usage_based
Free tier — — Basic plan has no monthly fee (pay as you go); new accounts get some credits to experiment, amount not published Starter: $0 a month plus usage, with $30 of compute credit every month and up to 3 seats
Paid from Not sold standalone since Rubrik's July 2025 acquisition Per 1M tokens by model, e.g. DeepSeek V4 Flash 0731 $0.14 in, $0.28 out; $15 minimum top-up Pay as you go: H100 80GB $0.10833/min (~$6.50/hr), billed per minute; Model APIs per 1M tokens Pay per second, GPUs from $0.000164/s (T4), H100 $0.001097/s; Team plan $250/month plus usage
Has API ✓ ✓ ✓ ✓
Open source ✓ ✗ ✗ ✗
Free to use ✗ ✗ ✗ ✓
Users — — — —
Founded 2021 2022 2019 2021
Maker Rubrik (acquired July 2025) — Independent (Baseten Labs, Inc.) —
Verdict

Predibase was a strong choice for fine-tuning and cheaply serving many small open models, thanks to LoRAX. It is no longer something you can buy: Rubrik closed the acquisition in July 2025, used the technology for its Ag...

Together AI is one of the most complete platforms for putting open models into production: a broad serverless catalogue behind an OpenAI-compatible API, published per-token prices, batch discounts, fine-tuning and GPU cl...

Baseten has become one of the leading inference platforms for AI companies, with strong performance engineering, a clean developer experience through Truss and a deep bench of well-known customers, backed by enormous rec...

Modal remains the cleanest way to get Python code onto GPUs without touching Kubernetes: decorate a function, name a GPU, and it scales up in seconds and back to zero. Per-second billing, a $30 monthly credit and strong...

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Comparisons cover up to 4 tools. Scores are RECATOOLS editorial assessments; verify current pricing on each vendor's site.