LLM operations35 companies
35 companies, 35 swept. The median identity score is 80 of 100. Rows are ordered by readiness; rows not yet rated sit last.
35 companies · 35 swept · last sweep 2026-09-16
80/100
median
Ranked by readiness
- #1
OpenRouter
openrouter.aiRoutes API requests to 500 language models across 80 providers through a unified interface.
bots partly✓ llms.txt91/100
#1 of 35 in LLM operations - #2
Lightning AI
lightning.aiNo line written yet.
bots partly✓ llms.txt89/100
#2 of 35 in LLM operations - #3
Kyriba - TAI (Treasury AI)
kyriba.comConnects banks and ERPs to automate liquidity management, cash forecasting, and payment processing with real-time risk visibility.
bots partly✓ llms.txt81/100
#3 of 35 in LLM operations - #4
Together AI
together.aiRuns open-source language models with serverless inference, batch processing, and GPU clusters.
bots in✓ llms.txt80/100
#4 of 35 in LLM operations - #5
Maisa AI
maisa.aiAutomates multi-step business processes in regulated industries with traceable execution and custom models.
bots in✓ llms.txt75/100
#5 of 35 in LLM operations - #6
Arize
arize.comObserves agent behavior, evaluates performance with evals, and suggests improvements through automated debugging.
bots in✓ llms.txt74/100
#6 of 35 in LLM operations - #7
Modal
modal.comRuns inference, training, and batch processing workloads on GPUs with instant autoscaling and sub-second cold starts.
bots partly✓ llms.txt74/100
#7 of 35 in LLM operations - #8
Parallel Web Systems
parallel.aiProvides web search API for AI agents to retrieve real-time information with citations.
bots in✓ llms.txt74/100
#8 of 35 in LLM operations - #9
Portkey
portkey.aiRoutes requests to 1600 language models through a unified API with observability, guardrails, and prompt management.
bots in✓ llms.txt74/100
#9 of 35 in LLM operations - #10
Supermemory MCP
supermemory.aiStores and retrieves learned context for agents using a vector graph database, injecting relevant memories into model prompts in real time.
bots in✓ llms.txt74/100
#10 of 35 in LLM operations - #11
ClickUp Brain
clickup.comProvides AI agents and search across tasks, documents, and connected apps within a workspace platform.
bots partly✓ llms.txt70/100
#11 of 35 in LLM operations - #12
Superagent Cloud
superagent.shRuns security checks on AI agents, scanning code, dependencies, and runtime behavior for vulnerabilities.
bots partly✓ llms.txt69/100
#12 of 35 in LLM operations - #13
Galileo
galileo.aiCaptures groundtruth data, builds and auto-tunes evaluations, and distills them into production guardrails for AI agents and RAG systems.
bots in✓ llms.txt68/100
#13 of 35 in LLM operations - #14
Fireworks AI
fireworks.aiRoutes requests to open or closed language models and trains specialized models on your data.
bots in— llms.txt67/100
#14 of 35 in LLM operations - #15
LiteLLM
litellm.aiRoutes requests across 140+ LLM providers and 1800+ models through a single API gateway with cost optimization and access controls.
bots in— llms.txt66/100
#15 of 35 in LLM operations - #16
Humanloop
humanloop.comHumanloop has joined Anthropic and is sunsetting its platform.
bots in✓ llms.txt65/100
#16 of 35 in LLM operations - #17
Langfuse
langfuse.comTraces, evaluates, and monitors language model applications in production with observability and prompt management.
bots in✓ llms.txt65/100
#17 of 35 in LLM operations - #18
Securiti GPT
securiti.aiDiscovers, classifies, and governs sensitive data across hybrid cloud environments to enable safe AI and compliance.
bots partly✓ llms.txt62/100
#18 of 35 in LLM operations - #19
Braintrust
braintrust.devObservability platform that traces agent execution, evaluates outputs, and discovers production patterns to improve quality.
bots partly✓ llms.txt61/100
#19 of 35 in LLM operations - #20
Maven AGI
mavenagi.comBuilds AI agents that handle customer service conversations across voice, chat, and ticketing systems while maintaining data security.
bots in✓ llms.txt61/100
#20 of 35 in LLM operations - #21
Pave
pave.comManages compensation planning and benchmarking with agentic workflows that automate salary, equity, and benefits decisions.
bots in✓ llms.txt61/100
#21 of 35 in LLM operations - #22
Recall AI
recall.aiProvides APIs and SDKs to record video calls, extract transcripts, and capture meeting metadata.
bots in✓ llms.txt61/100
#22 of 35 in LLM operations - #23
Helicone
helicone.aiRoutes, debugs, and analyzes LLM API calls with observability and monitoring.
bots partly✓ llms.txt56/100
#23 of 35 in LLM operations - #24
Levity Support
levity.aiAnalyzes supply chain emails to identify automation opportunities and runs AI workflows for logistics operations.
bots in✓ llms.txt55/100
#24 of 35 in LLM operations - #25
Sourcescrub
sourcescrub.comCrawls private company data and sources to identify, track, and engage investment targets for deal sourcing.
bots in— llms.txt51/100
#25 of 35 in LLM operations - #26
Baseten
baseten.coDeploys and serves AI models in production with optimized inference across cloud infrastructure.
bots partly✓ llms.txt50/100
#26 of 35 in LLM operations - #27
CheckHQ Copilot
checkhq.comProvides embedded payroll infrastructure and APIs for platforms to build and scale payroll products.
bots in— llms.txt50/100
#27 of 35 in LLM operations - #28
Motion AI
usemotion.comGenerates project plans, tasks, and meeting notes automatically; schedules work across calendar and team.
bots partly✓ llms.txt49/100
#28 of 35 in LLM operations - #29
Vibranium Labs
vibraniumlabs.aiDetects, triages, and resolves incidents using autonomous agents to reduce mean time to resolution.
bots in— llms.txt48/100
#29 of 35 in LLM operations - #30
OpenPipe
openpipe.aiNo line written yet.
bots in— llms.txt47/100
#30 of 35 in LLM operations - #31
Patronus
patronus.aiGenerates simulated digital environments and benchmarks for training and evaluating AI agents.
bots in— llms.txt47/100
#31 of 35 in LLM operations - #32
Freeplay
freeplay.aiNo line written yet.
bots in— llms.txt41/100
#32 of 35 in LLM operations - #33
Weights & Biases
w-and-b.comNo line written yet.
bots in— llms.txt41/100
#33 of 35 in LLM operations - #34
Langroid
langroid.comNo line written yet.
bots in— llms.txt36/100
#34 of 35 in LLM operations - #35
Zeni
zeni.aiAutomates bookkeeping, accounts payable, financial reporting, and month-end close with AI agents and human accountants.
bots partly✓ llms.txt34/100
#35 of 35 in LLM operations
How to read a row
- swept
- Read by a crawler: HTTP and parsing, no model call. Every row, every week.
- measured
- The full analyzer run, asked of four engines. Shown only where the company agreed to show it.
Can a retrieval engine find, resolve and quote this site? Four parts, each read by the sweep, each shown beside the total.
Entity 25 · Machine-readable 35 · Retrieval access 20 · Footprint 20
A part that was never read is left out and the total is rescaled to what was. It is never counted as zero.