Best AI Developer Infrastructure Tools (2026)
Last updated ยท 12 tools ranked ยท Rankings are independent of sponsorships
ToolTier's top-rated AI developer infrastructure tools right now are Braintrust, Chroma, Langfuse and Modal (all A tier), followed by Arize Phoenix (B) and Helicone (B). We rank 12 AI developer infrastructure tools on an S-to-D scale, with pricing checked on each vendor's official pricing page (last verified 2026-10-15).
This page covers tools for building AI apps: vector databases, LLM observability and evals, AI gateways and GPU compute. It is the Dev Infra tier list from the ToolTier rankings, ranked from S (best) to D. Best free option: Braintrust.
Ranked list
- 1.ABraintrust
Evals, logging and prompt playground for AI products.
Best-in-class eval workflow used by top AI teams.
- 2.A
- 3.ALangfuse
Open-source LLM observability, evals and prompt management.
Leading open-source LLM observability.
- 4.AModal
Serverless GPU compute for AI inference, training and sandboxes.
Best developer experience for serverless GPUs.
- 5.A
- 6.AQdrant
Open-source, Rust-based vector search engine and cloud.
Fast, efficient and generous free cluster.
- 7.ASupabase
Postgres backend with pgvector, auth and storage; the default vibe-coding backend.
Backend of choice for Lovable/Bolt/v0 apps; pgvector built in.
- 8.AWeaviate
Open-source vector database with hybrid search and cloud.
Strong open-source option with hybrid search.
- 9.ALiteLLM
Open-source proxy/SDK to call 100+ LLMs with one OpenAI-format API.
The standard self-hosted LLM gateway.
- 10.B
- 11.B
- 12.BPortkey
AI gateway with routing, guardrails and observability.
Production-grade gateway for multi-provider apps.
Comparison table
| Tool | Tier | Pricing | Free tier | Verified |
|---|---|---|---|---|
| Braintrust | A | Starter $0; Pro $249/mo; Enterprise custom. | Yes | 2026-10-15 |
| Chroma | A | OSS free; Cloud Starter $0 + usage ($5 free credits); Team $250/mo; Enterprise custom. | Yes | 2026-10-15 |
| Langfuse | A | Hobby free; Core $29/mo; Pro $199/mo; Teams add-on $300/mo; Enterprise $2,499/mo; self-host free. | Yes | 2026-10-15 |
| Modal | A | Starter $0 (includes $30/mo compute); Team $250/mo; Enterprise custom; usage-based compute. | Yes, $30/mo credits | 2026-10-15 |
| Pinecone | A | Starter free; Builder $20/mo flat; Standard $50/mo minimum usage; Enterprise $500/mo minimum. | Yes | 2026-10-15 |
| Qdrant | A | OSS free; Cloud Free tier (1GB RAM/4GB disk); Standard usage-based; Premium minimum spend. | Yes | 2026-10-15 |
| Supabase | A | Free $0; Pro $25/mo; Team $599/mo; Enterprise custom. | Yes | 2026-10-15 |
| Weaviate | A | Open source free; Cloud Free $0; Flex from $45/mo; usage-based beyond. | Yes | 2026-10-15 |
| LiteLLM | A | Open source free; Enterprise pricing unverified. | Yes, open source | Unverified (2026-10-15) |
| Arize Phoenix | B | Phoenix open source free; Arize AX Free $0, Pro $50/mo, Enterprise custom. | Yes | 2026-10-15 |
| Helicone | B | Free tier; Pro $79/mo; Team $799/mo; Enterprise custom. | Yes | 2026-10-15 |
| Portkey | B | Developer free forever; Production $49/mo; Enterprise custom. | Yes | 2026-10-15 |
FAQ
- What is the best AI developer infrastructure tool?
- ToolTier's top-rated AI developer infrastructure tools right now are Braintrust, Chroma, Langfuse and Modal (all A tier), followed by Arize Phoenix (B) and Helicone (B). We rank 12 AI developer infrastructure tools on an S-to-D scale, with pricing checked on each vendor's official pricing page (last verified 2026-10-15).
- Is there a free AI developer infrastructure tool?
- Yes. 12 of the 12 AI developer infrastructure tools we rank have a free tier or free open-source option. The highest-ranked is Braintrust (A tier): Yes.
- How much does Braintrust cost?
- Starter $0; Pro $249/mo; Enterprise custom. (verified on 2026-10-15 against the official pricing page.)
- How much does Chroma cost?
- OSS free; Cloud Starter $0 + usage ($5 free credits); Team $250/mo; Enterprise custom. (verified on 2026-10-15 against the official pricing page.)
- How does ToolTier rank AI developer infrastructure tools?
- Each tool gets an S, A, B, C or D tier with a short written reason (shown on its tool page), and prices are read from each vendor's own pricing page. Rankings are independent: sponsorship never affects tiers. Within a tier, tools are listed alphabetically.
Related
- Full Dev Infra tier list
- Free rules and prompts library
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Prices change often; confirm on the vendor's site before buying. Top picks: Braintrust, Chroma and Langfuse.