Staxly

Chroma vs Portkey

Open-source vector DB designed for AI apps — embeddings-first, dev-friendly
vs. Enterprise AI gateway + observability + guardrails + prompt mgmt

Chroma websitePortkey website

Pricing tiers

Chroma

Cloud — Free
$5 free credits. Great for trying it out.
Free
Cloud — Pro
$100 credits included, then usage-based. Dedicated resources, SOC2, priority support.
$0 base (usage-based)
Self-Host (OSS)
MIT-licensed. Embedded or Docker. Free forever.
$0 base (usage-based)
Cloud — Enterprise
Custom. VPC, compliance, dedicated support.
Custom
Chroma website

Portkey

Developer (Free)
Free forever. 10k logs/month. Universal API + key management. 3 prompt templates. Basic observability.
Free
Gateway (OSS)
MIT-licensed gateway only (no observability UI). Self-host for routing/fallbacks.
$0 base (usage-based)
Production
$49/month. 100k logs ($9 per additional 100k). Fallbacks, load balancing, retries, semantic caching. Unlimited prompts. RBAC.
$49/mo
Enterprise
Custom. 10M+ logs/month. Custom guardrails, advanced evals, SSO, budget controls, VPC + on-prem, SOC2, HIPAA, GDPR.
Custom
Portkey website

Free-tier quotas head-to-head

Comparing cloud-free on Chroma vs free on Portkey.

MetricChromaPortkey
No overlapping quota metrics for these tiers.

Features

Chroma · 11 features

  • Client-Server ModeRun Chroma via Docker; clients connect over HTTP.
  • CollectionsNamed groups of embeddings + metadata.
  • Distributed (Cloud)Horizontal scaling on Chroma Cloud.
  • Embedded ModeIn-process Python — chromadb.Client() and go. Zero setup.
  • Embedding FunctionsPlug-in embedders (OpenAI, Cohere, SentenceTransformers, HF).
  • Full-Text SearchBM25 + vector hybrid.
  • Metadata FiltersWhere-clause query language.
  • Migration ToolsImport from Pinecone + other stores.
  • Multi-ModalText + image embeddings (CLIP, etc.).
  • Python + JS APIsSame API shape across both SDKs.
  • Serverless CloudPay for storage + queries, auto-scale.

Portkey · 18 features

  • AI GatewayUnified OpenAI-compatible API to 250+ LLMs.
  • AlertsThresholds on latency, error rate, cost, usage.
  • Budget ControlsPer-key + per-team spending limits.
  • EvaluationsBuilt-in evaluator templates + custom.
  • FallbacksConfig-driven provider fallback chains.
  • GuardrailsPre/post processors for safety + compliance.
  • Load BalancingRound-robin, weighted, least-latency across providers.
  • MCP SupportUse MCP servers as tools through gateway.
  • ObservabilityLogs, traces, feedback, alerts, cost tracking.
  • OSS GatewayOpen-source gateway (portkey-ai/gateway).
  • Prompt LibraryShared prompt library + public marketplace.
  • Prompt TemplatesVersion + test + collaborate on prompts.
  • RetriesConfigurable retry policies per route.
  • Role-Based Access ControlTeam permissions on prompts + keys.
  • Semantic CachingVector-based cache on query meaning.
  • Simple CachingExact-match cache.
  • Virtual KeysPer-app keys with budget + rate limits + permissions.
  • VPC Deployment (Ent)Deploy in your own VPC for compliance.

Developer interfaces

KindChromaPortkey
CLIPortkey CLI
SDKchromadb (JS/TS), chromadb (Python)portkey-ai (Node), portkey-ai (Python)
RESTChroma HTTP APIPortkey API (OpenAI-compat)
MCPChroma MCPPortkey MCP
OTHERDocker Server, Embedded Mode (in-process Python)Portkey Dashboard
Staxly is an independent catalog of developer platforms. Outbound links to Chroma and Portkey are plain references to their official websites. Pricing is verified against vendor pages at publication time — reconfirm before buying.

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