Staxly

Together AI vs Langfuse

Open-source LLM infra — inference + fine-tuning + dedicated GPUs + image/video/audio
vs. Open-source LLM engineering platform — observability, prompts, evals

Together AI websiteLangfuse website

Pricing tiers

Together AI

Pay-as-you-go
Per-token pricing for serverless inference. No minimum.
$0 base (usage-based)
Dedicated Endpoints
Single-tenant GPU endpoints billed hourly.
$0 base (usage-based)
Batch API (50% off)
50% discount for async batch processing on most serverless models.
$0 base (usage-based)
Reserved GPU Clusters
6+ day commitments with discounted reserved rates.
$0 base (usage-based)
Enterprise
Custom. Private deployments, VPC, SLAs, dedicated support.
Custom
Together AI website

Langfuse

Hobby (Cloud Free)
Free. 50k units/month included. 30 days data access. 2 users. Community support.
Free
Self-Hosted (OSS)
MIT-licensed. Docker Compose or Kubernetes deployment. Unlimited.
$0 base (usage-based)
Core
$29/month. 100k units included ($8 per 100k overage). 90 days retention. Unlimited users. In-app support.
$29/mo
Pro
$199/month. 100k units included + same overage. 3 YEARS retention. Unlimited annotation queues. High rate limits.
$199/mo
Teams Add-on
+$300/month. Adds Enterprise SSO + fine-grained RBAC + dedicated Slack support to Pro.
$300/mo
Enterprise
$2,499/month. Everything + custom rate limits, uptime SLA, dedicated support engineer. Yearly options.
$2499/mo
Langfuse website

Free-tier quotas head-to-head

Comparing payg on Together AI vs hobby on Langfuse.

MetricTogether AILangfuse
No overlapping quota metrics for these tiers.

Features

Together AI · 14 features

  • Audio (ASR + TTS)Whisper Large v3 + Cartesia Sonic-3.
  • Batch API50% discount for async processing.
  • Code InterpreterLLM with integrated code execution.
  • Code SandboxSecure Python execution environment.
  • Dedicated EndpointsSingle-tenant GPU endpoints for consistent latency.
  • EmbeddingsBGE + nomic + mxbai embedding models.
  • Fine-TuningLoRA + full fine-tune + DPO on Llama, Qwen, Mistral.
  • Image GenerationFLUX.2, SD3, Ideogram, etc.
  • OpenAI-Compat APIDrop-in OpenAI SDK replacement.
  • Private DeployDedicated tenant + VPC.
  • RerankerRerank model for RAG retrieval refinement.
  • Reserved ClustersDiscounted GPU clusters for committed use.
  • Serverless Inference200+ open models. OpenAI-compatible API.
  • Video GenerationVeo 3.0, Kling 2.1, Vidu 2.0.

Langfuse · 16 features

  • Annotation QueuesHuman reviewers rate traces. Unlimited on Pro+.
  • DashboardsAggregate metrics, cost, quality across projects.
  • DatasetsCurate test sets from production traces. Run experiments.
  • EU Cloud RegionGDPR-compliant hosting in EU.
  • EvaluationsLLM-as-judge, manual scores, custom model-graded evaluators.
  • LLM Cost TrackingAutomatic cost calculation per provider/model.
  • OpenTelemetry NativeOTel SDK → Langfuse endpoint works out of box.
  • PlaygroundTest prompts + models + variables live.
  • Prompt ManagementVersion, tag, label prompts. Reference from code by label.
  • Public APIFull REST API for ingest, query, prompt management.
  • Python @observe decoratorOne-line decorator to trace any function.
  • Self-HostingDocker Compose + k8s Helm chart.
  • SessionsGroup related traces (conversations, agent runs).
  • TracingCapture every LLM call, tool call, nested span with inputs/outputs/cost.
  • Users TrackingSegment traces by user ID, track per-user cost.
  • WebhooksSubscribe to trace completion events.

Developer interfaces

KindTogether AILangfuse
CLITogether CLI
SDKtogether-js, together-pythonlangfuse-js, langfuse-python
RESTCode Sandbox / Interpreter, Dedicated Endpoints, Together REST API (OpenAI-compat)Langfuse REST API
MCPLangfuse MCP Server
OTHERLangfuse Dashboard, OpenTelemetry endpoint
Staxly is an independent catalog of developer platforms. Some links to Together AI and Langfuse may be affiliate links — Staxly may earn a commission if you sign up through them, at no extra cost to you. Pricing is verified against vendor pages at publication time — reconfirm before buying.

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