Perplexity vs LangSmith
AI answer engine + Comet browser + Sonar API
vs. LLM observability, testing & evaluation — by LangChain
Pricing tiers
Perplexity
Sonar API (PAYG)
Pay-as-you-go per request. Buy credits or set auto top-off.
$0 base (usage-based)
Free
5-10 Pro searches/day. Basic models. File uploads limited. No Comet.
Free
Education Pro
$10/month for verified students + educators (or 12 months free via promos).
$10/mo
Pro
$20/month. Unlimited Pro searches, full model selection (Claude, GPT, Gemini), unlimited file uploads, $5/mo API credits.
$20/mo
Enterprise Pro
$40/user/month. Team features + SSO + 500 daily research queries + compliance.
$40/mo
Max
$200/month. Everything in Pro + Comet agent browser, 10k credits, unlimited Labs, Sora 2 Pro video, GPT-5.2, Claude Opus 4.6.
$200/mo
Enterprise Max
$325/user/month. Audit logs, SCIM, configurable retention, expanded file storage.
$325/mo
LangSmith
Developer (Free)
Free forever. 5,000 traces/month. 14-day retention. 1 seat. Basic evaluations.
Free
Plus
$39/seat/month. 10k base traces included ($2.50 per 1k overage). Full evaluations, custom dashboards, email support.
$39/mo
Enterprise
Custom. Self-host option, SSO, custom retention, dedicated support.
Custom
Free-tier quotas head-to-head
Comparing free on Perplexity vs developer on LangSmith.
| Metric | Perplexity | LangSmith |
|---|---|---|
| No overlapping quota metrics for these tiers. | ||
Features
Perplexity · 16 features
- Agent Mode (Max) — Autonomous multi-step agents (browse, act, finish tasks).
- Answer Engine — Ask → source-cited AI answers from live web.
- Async Sonar API — Submit jobs async — receive webhook when done.
- Collections — Save threads + share with team.
- Comet Browser — Chromium-based AI-native browser. Sidebar assistant, agentic actions.
- Deep Research — Multi-step research task — compiles report with many sources.
- Discover Feed — Curated news + trending topics feed.
- File + Image Analysis — Upload PDFs, images, CSVs → ask questions.
- Finance Mode — Stocks + earnings + fundamentals mode.
- Labs — Build interactive apps/reports — generate visualizations, code.
- Pro Search — Multi-source + clarifying follow-ups.
- Shopping — AI-guided product research + comparison.
- Sonar API — Programmatic web-grounded chat completions endpoint.
- Sora 2 Pro (Max) — Generate video via OpenAI Sora 2.
- Spaces — Persistent workspaces with custom instructions + knowledge files.
- Voice Mode — Talk to Perplexity (mobile apps).
LangSmith · 14 features
- Alerts — Threshold alerts on latency, cost, eval metrics.
- Annotation Queues — Human-review workflows for trace quality rating.
- Custom Dashboards — Aggregate metrics dashboards per project/tag.
- Datasets — Collect examples → use as eval sets or training data.
- Evaluations — LLM-as-judge, embedding similarity, custom Python evaluators, offline batch eval…
- LangChain Integration — Auto-trace any LangChain/LangGraph run with env var.
- LangGraph Integration — First-class trace + eval for LangGraph agents.
- LLM Tracing — Automatic trace every LLM call + tool call + chain step.
- OpenTelemetry Export — Export traces as OTLP to Datadog/Honeycomb/etc.
- Playground — Test prompts + models inline before deploying.
- Prompt Canvas — Visual prompt editor with live test + eval.
- Prompt Hub — Public + private prompt library with versioning.
- Self-Hosted (Enterprise) — Docker + k8s deployment in your infra.
- Threads + Sessions — Group traces into conversational sessions.
Developer interfaces
| Kind | Perplexity | LangSmith |
|---|---|---|
| CLI | — | LangSmith CLI |
| SDK | — | langsmith-js, langsmith-python |
| REST | Sonar API | LangSmith REST API |
| MCP | Perplexity MCP | LangSmith MCP |
| OTHER | Comet AI Browser, iOS + Android Apps, Perplexity Labs, Perplexity Web App, Spaces (context) | LangSmith Dashboard |
Staxly is an independent catalog of developer platforms. Outbound links to Perplexity and LangSmith are plain references to their official websites. Pricing is verified against vendor pages at publication time — reconfirm before buying.
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