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LangSmith vs Helicone 2026: Full Trace Trees Against a One-Line Proxy Log

Quick verdict: LangSmith is our overall pick for langsmith vs helicone.

Helicone installs in one line and prices per request ($79/mo Pro); LangSmith gives full agent trace trees, evaluation and deployment at $39/seat plus usage.

~800 words · 2 tools compared

Tool Rating Pricing Best for
LangSmith Best overall Best for teams 4.4/5 Free $39/seat/mo (Plus) LangSmith is the observability and evaluation platform from the LangChain team: $0/seat wi…
Helicone Best free 3.8/5 Free $79/mo (Pro) Helicone is the request-level observability and gateway layer priced per request: Hobby fr…
Bottom line: Helicone if you want visibility into requests, caching and routing and nothing deeper - it is a proxy layer, and it is honest about that. LangSmith if you need to know what your agent did and why, with trace trees, evaluation and a debugging engine. They are not really substitutes: Helicone sits at the HTTP layer, LangSmith at the application layer. Note also that Helicone has joined Mintlify. See Langfuse for a middle option with real tracing.

Pricing and details

LangSmith · 4.4/5

Free plan available · $39/seat/mo (Plus)

Trace volume is metered in LangChain Standard Units (LSU) at $1.00/LSU on top of the seat fee; base traces carry 14-day retention, extended traces 180 days, and retention auto-upgrades can raise your bill

No annual pricing published on the LangSmith pricing page

Observability · Evaluation · Agent tracing · Trace retention tiers

LangSmith is the observability and evaluation platform from the LangChain team: $0/seat with 5K base traces a month, Plus at $39/seat with 10K, then pay-as-you-go at $1.00 per LangChain Standard Unit.

Score breakdown

Evidence legend: ★ Hands-on tested = we used the product ourselves; Verified (docs) = checked against the vendor’s own pages and pricing.

FunctionalityVerified (docs)
5.0
UsabilityVerified (docs)
4.0
StabilityVerified (docs)
4.0
CollaborationVerified (docs)
4.0
LocalizationVerified (docs)
2.0
ValueVerified (docs)
3.0

📎 The deepest feature surface in the cluster - tracing, monitoring, evaluation, prompt hub, deployment, engine - and the only vendor whose pricing model is published down to the metering unit (LSU at $1.00). The catch is cost predictability: base traces retain 14 days, extended 180, and evaluators plus automation rules silently upgrade matching traces to the pricier tier, so a busy evaluation workload raises the bill in a way the seat price does not advertise.

Pros

  • Widest platform in the cluster - tracing, monitoring, evaluation, prompt hub, deployment, sandboxes and an autonomous debugging engine under one login
  • The only vendor that publishes its metering unit (LSU at $1.00) and per-resource rates, so a bill can be estimated before you commit
  • 14-day base and 180-day extended retention are documented explicitly, including which actions upgrade a trace and which do not
  • Native integrations for the major agent frameworks plus OpenTelemetry SDKs for Python, TypeScript, Go and Java

Cons

  • Retention auto-upgrades are the bill trap: online evaluators and automation rules push matching traces to the pricier extended tier unless you opt out per evaluator
  • Extended retention for SaaS tops out at 180 days as of 2026-09-14, so long-horizon analysis has to go to Enterprise customization
  • Plus is $39/seat with unlimited seats, which punishes a wide read-only audience paying for observability they do not act on

Pricing verified 2026-10-03

Helicone · 3.8/5

Free plan available · $79/mo (Pro)

Requests are the billing unit and usage-based pricing applies on top of every paid tier; storage beyond 1 GB is usage-billed, and Helicone announced it has joined Mintlify

No published annual rate; published discounts are 50% off year one for startups under 2 years old and under $5M raised, org-size-based non-profit discounts, a $100 first-year credit for open-source companies and free plans for students

Request-level tracing · Gateway · Caching · Now part of Mintlify

Helicone is the request-level observability and gateway layer priced per request: Hobby free with 10,000 requests a month, Pro at $79/mo, Team at $799/mo, and usage-based pricing on top.

Score breakdown

Evidence legend: ★ Hands-on tested = we used the product ourselves; Verified (docs) = checked against the vendor’s own pages and pricing.

FunctionalityVerified (docs)
3.0
UsabilityVerified (docs)
5.0
StabilityVerified (docs)
3.0
CollaborationVerified (docs)
4.0
LocalizationVerified (docs)
2.0
ValueVerified (docs)
4.0

📎 The easiest to adopt in the cluster - a one-line integration, the clearest interface of the five, and a request-based model that reads like a hosting bill. It is also the narrowest: request logs rather than full trace trees, evaluation and experiments marked limited in its own competitive table, 7-day retention even on Pro, and the vendor has joined Mintlify, which puts its roadmap behind a larger company.

Pros

  • The easiest adoption story in the cluster - a one-line integration, the clearest interface of the five, and no framework lock-in since it sits at the request layer
  • Straightforward request-based pricing with a published calculator: 10K free requests, then usage-based billing on every paid tier
  • Caching, rate limits, automatic fallbacks and a gateway ship in the same product, so observability and routing are one purchase
  • Real discount programs: 50% off year one for startups under 2 years old and under $5M raised, org-size non-profit discounts, a $100 credit for open-source companies, free for students

Cons

  • Narrowest scope: its own pricing page rates its tracing, UI, experiments and evaluation as limited or average against the other four
  • 7-day retention on Hobby and only 1 month on Pro, with 3 months on the $799 Team plan
  • Ingest ceilings are low by comparison - 10 logs/min on Hobby against 1,000 on Pro and 30,000 on Enterprise

Pricing verified 2026-10-03

Frequently asked questions

Which is better overall, LangSmith or Helicone?

LangSmith is our overall pick (4.4/5 vs 3.8/5). Helicone installs in one line and prices per request ($79/mo Pro); LangSmith gives full agent trace trees, evaluation and deployment at $39/seat plus usage.

Do LangSmith and Helicone offer free plans?

LangSmith and Helicone have a free tier. LangSmith paid plans start at $39/seat/mo (Plus); Helicone paid plans start at $79/mo (Pro).

What does LangSmith cost?

$39/seat/mo (Plus) — Trace volume is metered in LangChain Standard Units (LSU) at $1.00/LSU on top of the seat fee; base traces carry 14-day retention, extended traces 180 days, and retention auto-upgrades can raise your bill. Prices were last verified on 2026-10-03.

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