Company lists · Data refreshed October 2026

Top 25 Large language model observability software companies worldwide

RevenueBase identified 126 company matches for large language model observability software companies worldwide as of October 2026 and tracks 882 professional contacts across them, including 239 with verified work emails. The United States is the largest market and San Francisco the largest hub.

This list covers company matches for large language model observability software companies worldwide, found by RevenueBase SmartSearch using the meaning of business descriptions in its company graph at Exact. Ranked by professionals tracked, largest first. Rows show recorded descriptions where available, Exact search membership and the snapshot date. Data refreshed October 20, 2026. Country and city lists for large language model observability software companies follow the table.

Published by RevenueBase, a B2B data infrastructure company. This list was built with RevenueBase SmartSearch, the natural-language company search RevenueBase customers use to build their own targeted lists and unlock verified emails and direct dials at the companies on them. How these lists are built and judged.

How to read this list RevenueBase SmartSearch · Exact Recorded Oct 20, 2026 How this list was built
126Companies
882Contacts tracked
239Verified emails
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The 25 largest large language model observability software companies worldwide

Ranked by team size
Top 25 of 126 company matches for large language model observability software companies worldwide, ordered by professional contacts tracked in RevenueBase, largest first. Recorded Oct 20, 2026. The RevenueBase SmartSearch column shows Exact match membership in this saved search. Click a contact count to view that company's people. Totals use company locations recorded by RevenueBase; the displayed preview is a smaller selection.
#CompanyRevenueBase SmartSearchHeadquartersEmployeesContacts
1Exact matchNew York, NY, United StatesHQ recorded Oct 20, 202611-5098 contacts →

Exact match

“The unified interface for LLMs.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
2Exact matchNew York, NY, United StatesHQ recorded Oct 20, 202651-20084 contacts →

Exact match

“Comet has been building AI developer tools since 2017, first for teams training their own models, and later for those building LLM-powered agents.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
3Exact matchSan Francisco Bay, CA, United StatesHQ recorded Oct 20, 202651-20078 contacts →

Exact match

“Datasaur builds and deploys Private AI for organizations that can't send their data to someone else's cloud, banks, hospitals, government agencies, and enterprises handling…”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
4Exact matchSan Diego, CA, United StatesHQ recorded Oct 20, 202611-5048 contacts →

Exact match

“Prove AI provides the foundation for predictable and reliable production AI models and agents.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
5Exact matchSan Jose, CA, United StatesHQ recorded Oct 20, 202611-5031 contacts →

Exact match

“Align AI (previously impaction.ai) is a product analytics platform for conversational-AI products that are powered by LLMs.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
6Exact matchUnited StatesHQ recorded Oct 20, 202611-5028 contacts →

Exact match

“We believe the future of AI will be built on specialized small language models.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
7Exact matchSan Francisco, United StatesHQ recorded Oct 20, 202611-5023 contacts →

Exact match

“Langfuse is an open source AI engineering platform.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
8Exact matchBangalore, IndiaHQ recorded Oct 20, 202611-5017 contacts →

Exact match

“H2LooP is an AI lab building domain-specific intelligence for system software engineering.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
9Exact matchUnited StatesHQ recorded Oct 20, 202611-5016 contacts →

Exact match

“Evaluation for LLM-Based Apps Release high-quality LLM apps quickly without compromising on testing.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
10Exact matchNoida, IndiaHQ recorded Oct 20, 202611-5016 contacts →

Exact match

“LLUMO AI is the leading platform for debugging and ensuring the reliability of Agentic AI systems.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
11Exact matchBangalore, IndiaHQ recorded Oct 20, 202611-5015 contacts →

Exact match

“We make self-hosted LLMs apps(Chatbots, agents) for MNCs We make private custom Rag bots and AI for your business At SouthGuild.tech, we empower businesses to transform their…”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
12Exact matchLondon, United KingdomHQ recorded Oct 20, 202611-5015 contacts →

Exact match

“Humanloop is the LLM evals platform for enterprises.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
13Exact matchAbu Dhabi, United Arab EmiratesHQ recorded Oct 20, 202611-5015 contacts →

Exact match

“Estidama is a cutting-edge technology firm at the forefront of the artificial intelligence revolution.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
14Exact matchRedwood City, CA, United StatesHQ recorded Oct 20, 20261-1014 contacts →

Exact match

“Observe & Optimize AI infrastructure for LLM apps Understand how your LLM apps consume AI infra and auto-remediate bottlenecks or wasteful spend to maximize ROI of your AI projects”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
15Exact matchUnited StatesHQ recorded Oct 20, 202611-509 contacts →

Exact match

“Unlimidata builds the Autonomous Data Quality Trust Layer for Enterprise AI.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
16Exact matchUnited StatesHQ recorded Oct 20, 20261-109 contacts →

Exact match

“We're building an automated AI engineer, powered by our open-source LLMOps platform that fuels ~1% of global LLM API spend.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
17Exact matchChiyoda-ku, JapanHQ recorded Oct 20, 20261-107 contacts →

Exact match

“Accelerate your business with state-of-the-art large language models that integrate your knowledge.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
18Exact matchLondon, United KingdomHQ recorded Oct 20, 202611-506 contacts →

Exact match

“At Composo.ai, we hear everyone wants to ship AI features & agents fast, and with high confidence.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
19Exact matchAustin, United StatesHQ recorded Oct 20, 20261-106 contacts →

Exact match

“AI coding tools have collapsed the software development lifecycle.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
20Exact matchUnited StatesHQ recorded Oct 20, 20261-105 contacts →

Exact match

“With Langtail, rest assured your LLM applications will perform exactly as needed.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
21Exact matchUnited StatesHQ recorded Oct 20, 20261-105 contacts →

Exact match

Recorded description not available.

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
22Exact matchIstanbul, TürkiyeHQ recorded Oct 20, 20261-104 contacts →

Exact match

“DeepSent - Customizable and Reliable Domain-Specific LLM Solutions Completes domain-specific AI processes such as data analysis, task resolution and insight generation without…”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
23Exact matchRemote, United StatesHQ recorded Oct 20, 20261-104 contacts →

Exact match

“Unleash your business potential with our LLM powered data solutions at scale”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
24Exact matchUnited StatesHQ recorded Oct 20, 20261-104 contacts →

Exact match

“Bhabha AI stands at the forefront of AI innovation, harnessing in-depth data analysis to significantly enhance Large Language Model (LLM) capabilities.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
25Exact matchSan Francisco, United StatesHQ recorded Oct 20, 20261-103 contacts →

Exact match

“A collaborative AI observability platform.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase

Showing 25 of 126 large language model observability software companies worldwide

See the full list, filter by size, metro and specialty, and access 239 tracked professional contacts with verified work emails. Direct dials are available where recorded.

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Large language model observability software companies worldwide at a glance

As of Oct 20, 2026
27.1%Verified-email coverage
7.0Average contacts per company
1-10Median size (employees)
7.1%Largest-city concentration · San Francisco
Oct 20, 2026Page data refreshed

Companies by employee count

1-10
89
11-50
34
51-200
3

Email recency is reported on each country list linked below.

How this list was built

The recorded descriptions help you assess these company matches. Check a company’s website for its current services and locations.

Source
The RevenueBase company graph: 60 million companies and 398.9 million professional contacts resolved from primary sources, queried with RevenueBase SmartSearch, the natural-language company search available to every RevenueBase user.
Coverage
Every country. Country and city lists for large language model observability software companies are linked below.
What qualifies
Company records worldwide whose business descriptions match “large language model observability software companies” by meaning at the Exact setting. Descriptions are compiled in the RevenueBase company graph from public websites, profiles and company information where available; they are not guaranteed quotations from the company's website.
RevenueBase SmartSearch
Describe a niche company in your own words to find businesses by meaning. Exact, Similar, Related and Broad control the breadth of RevenueBase SmartSearch. This saved list uses Exact. Each row's Exact match badge shows inclusion in that search, not an individual score or a service-quality judgment.
Public preview
The public preview omits records without a verified work email. Dataset totals and geographic summaries describe the full matched records before these preview filters.
Match quality
RevenueBase's August 25, 2026 study assessed 4,198 description/company pairs across matching settings. The publisher reports 86% good or better at Exact. This evaluates the method across queries; it does not audit this individual list. Recorded company descriptions, where available, help you judge each match yourself. Read the full methodology: how the lists are built and what the study measures.
Ranking
Team size, largest first: companies are ordered by the number of professionals RevenueBase tracks at each one. Employee ranges shown are reported bands, for context.
Verification
Every displayed company carries at least one verified work email. RevenueBase tracks 239 professional contacts with verified work emails across the full matched dataset. Contacts re-verify on a rolling cadence, and each contact's own verification date is shown inside RevenueBase.
Refresh
This page's figures were pulled from the company graph on October 20, 2026. Lists refresh periodically as the graph is re-checked.
Record context
Company records and descriptions can change. Check the company's website for its current services and locations.

Large language model observability software companies by location

1 lists · largest first

Every Large language model observability software companies list RevenueBase publishes, by country and city. Counts are matching companies in each list as of its own refresh date.

Countries

Frequently asked

What is RevenueBase SmartSearch?

RevenueBase SmartSearch finds niche companies by the meaning of their business descriptions in the RevenueBase company graph. Exact, Similar, Related and Broad control how closely companies must fit your description. This list uses Exact for “large language model observability software companies”; each Exact match badge shows search membership, not an individual similarity or quality score.

How many large language model observability software companies are there worldwide?

RevenueBase identified 126 company matches for large language model observability software companies worldwide as of October 2026, using the meaning of business descriptions at Exact. This is the recorded matched set in the RevenueBase company graph.

What is the largest company on this list?

Openrouter tops the displayed preview by professional contacts tracked in RevenueBase. Recorded headquarters appear in the company rows.

Which country has the most large language model observability software companies?

The United States leads with 31 companies. Every large language model observability software companies list by country and city is linked on this page.

Which city has the most large language model observability software companies?

San Francisco leads with 9 company records, followed by New York (5) and Bangalore (3).

How do I get contact information for these companies?

A free RevenueBase account lets you run this exact search and work limited free results with 500 credits to start. Upgrading provides access to the 239 professional contacts with verified work emails tracked across these 126 companies; direct dials are available where recorded.

How current is this list?

The list refreshes periodically as the company graph is re-checked. This page's figures were pulled on October 20, 2026.

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About this data

RevenueBase is a B2B data infrastructure company. Its company graph covers 60 million companies and 398.9 million professional contacts, with emails verified on a rolling cadence rather than scraped once and left to decay. These company lists are generated directly from that graph with RevenueBase SmartSearch, the same natural-language company search every RevenueBase user has: describe a market in plain words, get the companies that match, and add verified emails and direct dials for the people at them. It is the same data that powers RevenueBase's B2B data products, and a free account includes 500 credits to start. How these lists are built and judged.