Agents

Logfire AI Trace

Pydantic observability for Python AI apps

Visit Logfire AI Trace
★4.3ratingPricing · FreemiumHot
The FalcoScan Intel PanelLogfire AI Trace · Agents
Data updated 2 November 2026
Opportunity
High
Band
Saturation
Open
Band
Wrapper risk
Low
Band
Momentum
Hot
Market trend
Rating
4.3
of 5 · FalcoScan rating

Agents AI has a narrow moat on average, from the moat scores of its rated products. What protects Agents AI tools, and the widest moats

The Brief

What Logfire AI Trace does

Logfire is an observability platform from Pydantic, built on OpenTelemetry, that traces a whole AI application rather than only its LLM calls. It is for teams building AI applications and agents who want model calls, tool calls, API requests and database queries in one trace. Named features include dedicated Agents and LLMs views with token usage and cost, RAG pipeline tracing, evals that attach scores to spans, a SQL query engine called FusionFire, an MCP server for coding agents, and SDKs for Python, JavaScript/TypeScript and Rust. Security options cover PII scrubbing, SSO and audit logs. Pricing is freemium: a free Personal plan, Team at $49 per month, Growth at $249 per month, and custom Enterprise.

How Logfire AI Trace compares with its closest alternatives

All 5 closest alternatives have a free plan, as Logfire AI Trace does. Only Gumloop lists a starting price, $97 a month. All 5 offer an API, as Logfire AI Trace does. Logfire AI Trace offers a web app. Of the alternatives, 3 offer a web app. Logfire AI Trace was founded in 2023; the alternatives were founded between 2022 and 2024, 2 of them earlier. The alternatives with a known headquarters are in the United States and France.

Market position · Agents

How Logfire AI Trace compares in Agents

Logfire AI Trace has high opportunity and sits in the middle third of 423 live Agents tools on FalcoScan. Across Agents, the average opportunity score is 72.6 and the average saturation score 31.5. FalcoScan rates Logfire AI Trace's own market position as open. 179 of the 423 operating Agents tools have hot momentum, and FalcoScan has recorded 15 shutdowns in the category.

Logfire AI Trace compared with its closest alternatives
ProductOpportunitySaturationPricingPricing fromFree planAPIPlatformsMomentum
Logfire AI TraceFounded 2023HighOpenFreemium—YesYesWeb, APIHot
Instructor PythonFounded 2023 · San Francisco, United StatesHighOpenFree—YesYesAPI, CLIHot
Phidata Agents ProFounded 2023 · San Francisco, United StatesHighOpenFreemium—YesYesAPI, CLIHot
Clay AI AgentFounded 2022 · New York, United StatesHighOpenFreemium—YesYesWebHot
DustFounded 2022 · Paris, FranceHighOpenFreemium—YesYesWeb, API, SlackHot
GumloopFounded 2024 · San Francisco, United StatesHighOpenFreemium$97/moYesYesWebStable

Exact opportunity and saturation scores for all 6 of these, and where each ranks in Agents.

See them free for 7 days
What it ships with

Capabilities & who uses it

The capabilities Logfire AI Trace exposes to builders and the verticals it currently serves.

AI Capabilities
Data Extraction
Industry Verticals
Software
Tagged

Logfire AI Trace shows up when builders search for these

pydanticpythonstructured
Similar tools · Agents

Alternatives to Logfire AI Trace

Products still running that do the same job, from the agents market and related ones, closest match first.

See the Agents market
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Instructor Python

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Clay AI Agent

AI data enrichment and outreach agent

★ 4.6Opportunity High
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Dust

Platform for building AI assistants connected to company knowledge

★ 4.6Opportunity High
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Gumloop

Visual AI workflow builder for scraping, research, and automation

★ 4.6Opportunity High
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Chroma

Open-source vector database for AI agent memory

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Featured in
Questions

Logfire AI Trace: common questions

How much does Pydantic Logfire cost?

As of Oct 2026, Logfire has a free Personal plan with 10 million logs, spans and metrics per month, a Team plan at $49 per month and a Growth plan at $249 per month. Paid plans charge $2 per additional million records.

Source: pydantic.dev ↗

Is Logfire AI Trace free?

Logfire AI Trace has a free tier, with paid plans.

What are the best alternatives to Logfire AI Trace?

The closest alternatives to Logfire AI Trace that are still running, matched on the AI capabilities, uses and audience they share, are Instructor Python, Phidata Agents Pro, Clay AI Agent, Dust, and Gumloop.

Is Logfire AI Trace still running?

Yes. As of 2 November 2026, FalcoScan lists Logfire AI Trace as operating at logfire.pydantic.dev.

Does Logfire AI Trace have an API?

Yes. Logfire AI Trace offers an API.

Who is Logfire AI Trace for?

Logfire AI Trace is built for developers.

How do I sign in to Logfire AI Trace?

Sign in on Logfire AI Trace's own website, logfire.pydantic.dev. FalcoScan reviews Logfire AI Trace but does not run its accounts, so logins, passwords and billing are handled by Logfire AI Trace directly.

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