AI Directory Pricing Pulse Calculate
AI DIRECTORY / LLM OBSERVABILITY
Independent · Verified · Weekly

LLM Observability — Pricing & Quality Intelligence

Consumption-level pricing for every major llm observability vendor, extracted weekly from public pricing pages, logged with a SHA-256 hash, and archived into a running history. Cells show the latest verified observation; “—” means the ledger is still arming for that vendor.

VendorHeadline priceOutput $/1MContextBizOps Score
Arize Phoenix
OSS
$50 /seat———Deploy →
Braintrust
SaaS
$4 /GB-mo———Site →
Helicone
OSS
———37Deploy →
Langfuse
OSS
———58Deploy →
PromptLayer
SaaS
$1.25 /1M in$10——Site →
W&B Weave
SaaS
$0.03 /GB-mo———Site →
Verify any number: every snapshot's hash is inspectable on the AI Pricing Pulse ledger, or via /api/notary/verify?slug=<vendor>.

Head-to-head comparisons

Arize Phoenix vs Braintrust · Arize Phoenix vs Helicone · Arize Phoenix vs Langfuse · Arize Phoenix vs PromptLayer · Arize Phoenix vs W&B Weave · Braintrust vs Helicone · Braintrust vs Langfuse · Braintrust vs PromptLayer · Braintrust vs W&B Weave · Helicone vs Langfuse · Helicone vs PromptLayer · Helicone vs W&B Weave · Langfuse vs PromptLayer · Langfuse vs W&B Weave · PromptLayer vs W&B Weave

Heads up: some links on this page earn us a referral commission if you sign up — vendors can't pay to change their score or their spot in the ledger though. See how we score →