Staxly

MongoDB Atlas vs Together AI

Managed MongoDB with search, vector, stream processing
vs. Open-source LLM infra — inference + fine-tuning + dedicated GPUs + image/video/audio

MongoDB AtlasTogether AI website

Pricing tiers

MongoDB Atlas

M0 — Free
Shared cluster, 512 MB storage, 100 ops/sec, 32 MB sort memory. Learning/exploration.
Free
Flex — Serverless
Autoscales 0-500 ops/sec. 5 GB storage. Pay-as-you-go, up to ~$30/mo.
$8/mo
M2 — Shared
Shared, 2 GB storage. Staging / small apps.
$9/mo
M5 — Shared
Shared, 5 GB storage.
$25/mo
M10 — Dedicated
2 GB RAM, 2 vCPU, 10-128 GB storage. First dedicated tier.
$57/mo
M20 — Dedicated
4 GB RAM, 2 vCPU, 20-256 GB storage.
$144/mo
M30 — Dedicated
8 GB RAM, 2 vCPU, 40-512 GB storage.
$389/mo
M40 — Dedicated
16 GB RAM, 4 vCPU, 80 GB-1 TB storage.
$749/mo
M50 — Dedicated
32 GB RAM, 8 vCPU, 160 GB-4 TB storage.
$1440/mo
M60 — Dedicated
64 GB RAM, 16 vCPU.
$2844/mo
M80 — Dedicated
128 GB RAM, 32 vCPU, 750 GB-4 TB.
$5256/mo
M300 — Dedicated
384 GB RAM, 96 vCPU.
$15732/mo
Enterprise
Multi-region Advanced, private network, BYOK, dedicated support.
Custom
MongoDB Atlas

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

Free-tier quotas head-to-head

Comparing m0 on MongoDB Atlas vs payg on Together AI.

MetricMongoDB AtlasTogether AI
backups0 backups
ops per sec100 ops/sec
sort memory mb32 MB
storage gb0.5 GB

Features

MongoDB Atlas · 14 features

  • Atlas App ServicesBackend-as-a-service: Functions, HTTPS endpoints, users + auth, sync.
  • Atlas ChartsEmbedded dashboards + visualizations from Atlas data.
  • Atlas DatabaseCore MongoDB with automated backups, monitoring, scaling on AWS/Azure/GCP.
  • Atlas Data FederationQuery across Atlas, S3, and HTTP endpoints in one pipeline.
  • Atlas Device Sync (Realm)Offline-first mobile DB that syncs bidirectionally with Atlas.
  • Atlas SearchApache Lucene-based full-text search integrated into MongoDB aggregation pipelin
  • Atlas Stream ProcessingContinuous processing of MongoDB change streams + Kafka. Pipeline aggregations o
  • Atlas TriggersDatabase change triggers, scheduled triggers. Run Atlas Functions (Node.js).
  • Atlas Vector SearchVector similarity search via $vectorSearch operator. HNSW index. Up to 4096 dims
  • BYOK EncryptionBring your own KMS key (AWS KMS, Azure Key Vault, GCP KMS).
  • Data APIRead/write via REST. Alternative to drivers for edge/serverless.
  • Multi-Region ClustersSingle cluster distributed across multiple regions for HA + low latency.
  • Online ArchiveTiered storage: automatic cold data movement to cheaper S3-backed storage.
  • Private NetworkingVPC Peering, PrivateLink, CIDR allowlist.

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.

Developer interfaces

KindMongoDB AtlasTogether AI
CLIAtlas CLI, MongoDB Shell (mongosh)Together CLI
SDKAtlas Device SDK (Realm), MongoDB Go Driver, MongoDB Java Driver, MongoDB .NET/C# Driver, mongodb (Node driver), mongodb (Rust), pymongotogether-js, together-python
RESTAtlas Admin API, Atlas Data APICode Sandbox / Interpreter, Dedicated Endpoints, Together REST API (OpenAI-compat)
MCPMongoDB MCP Server
OTHERMongoDB Compass (GUI), MongoDB Wire Protocol
Staxly is an independent catalog of developer platforms. Outbound links to MongoDB Atlas and Together AI are plain references to their official websites. Pricing is verified against vendor pages at publication time — reconfirm before buying.

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