LLM operations tools that don't train on your data
The INITE Atlas lists 45. By use, the list opens with OpenRouter, Mistral, Together AI, GreenPT and OpenLayer Agents.
The vendor’s own policy says, in a plain sentence we quote, that it does not train AI models on what you give it.
Where each one says so
Ranked by use
Figure and bar: visits/mo, estimate · year: online since
- #3

OpenRouter
Routes API requests to 500 language models across 80 providers through a unified interface.
224kActiveFrom $5.50/mo2023 - #7

Mistral
Provides frontier language models, agents, and infrastructure for building custom AI systems.
63.6kActiveFrom $14.99/user/mo2023 - #12

Together AI
Runs open-source language models with serverless inference, batch processing, and GPU clusters.
32.7kActive2022 - #14

GreenPT
Provides AI chat, APIs, and specialized tools running on European renewable energy infrastructure with transparent energy tracking.
28kActiveFrom ≈ $5.06/mo2025 - #32

OpenLayer Agents
Tests and monitors machine learning and LLM systems with configurable evaluations before release and tracing, cost and policy checks in production.
4.7kActiveFree plan2021 - #38

Patronus
Generates simulated digital environments and benchmarks for training and evaluating AI agents.
1.7kActiveContact sales - #40

LLM Gateway Chat
Routes requests across 40 LLM providers through a unified API with cost tracking and automatic failover.
989ActiveFrom $5 per use - #43

LangWatch
Tests and evaluates AI agents through simulation, tracing, and scoring before production deployment.
452ActiveFrom ≈ $33/user/mo - #46

OminiGate
Routes requests to text, image, and video models from multiple providers through a single API endpoint.
298ActiveFrom $0.01 per use2025 - #62

ConstellationMCP · sign-in
Trains post-trained and fine-tuned models on a firm's own documents, such as credit agreements, and deploys them inside its network.
47Active - #63

EmpirioLabs AIMCP · sign-in
Hosts open-source models on its own GPUs and serves proprietary model endpoints through a chat and API interface.
46ActiveFrom $19.90/mo2025 - #72

Plurai
Generates test scenarios and evaluates AI agents against policy violations and edge cases in production.
29ActiveFrom $0.15 per use - #76

ApexApi
Routes requests to 130 AI models through a single API key and OpenAI-compatible endpoint.
24ActiveFrom $10 per use - #77

Paralleliq
Identifies idle GPU capacity and tier mismatches in inference fleets to reduce cost per token without touching production.
24ActiveFree plan - #78

Phoenix Grove Systems™
Provides access to open-source language models with privacy-first architecture and persistent memory across conversations.
22Active - #79

CoralBricks
Serves open-source language models through an OpenAI-compatible API optimized for coding and research agents.
22Active - #82

TrustedRouter
Routes requests across AI model providers through one OpenAI-compatible API with verifiable privacy and no prompt logging.
19ActiveFrom $5.50 per use - #84

memgram
Stores and retrieves contextual memory for AI agents across conversations with inspection and governance.
18From $29/mo - #85

Septor Labs
Routes requests across language models, embeddings, and agents through a single OpenAI-compatible endpoint with caching and observability.
17ActiveFrom $14/mo2025 - #86

cortecs
Routes requests to multiple large language models through a GDPR-compliant gateway with policy-based provider selection.
16ActivePay per use - #90

Inferbase
Routes requests across language models, enforces policies, and logs every decision.
16ActiveFree plan - #91

LiberaGPT
Runs large language models entirely offline on iPhone and Android devices without subscriptions or data collection.
14ActiveFree - #94

OpenInfer
Schedules and orchestrates AI inference workloads across heterogeneous hardware from cloud to edge devices.
13Active - #102

RunInfra
Serves open-source language models with prompt caching to reduce inference cost and latency.
5ActiveFrom $0.05 per use2024 - #105

Retrace
Records and replays agent execution to fork failed steps, test fixes, and enforce runtime safety guardrails.
4ActiveFrom $29/mo - #106

Gridlight
Runs AI inference on your own hardware with model routing, cost governance, and data residency controls.
3ActiveContact sales - #111

Rainwater Labs
Builds customizable foundation models designed for secure, air-gapped deployment with embedded alignment and compliance.
3Active - #113

Bike4MindMCP · open
Runs chat, agent jobs and interactive artifacts across hosted frontier models and self-hosted open-weight models from one workbench.
3ActiveFrom $30/mo - #117

AgentPrizm
Provides persistent, auditable memory layer for AI agents via API and MCP protocol.
2ActiveFrom $19/mo - #126

KourierMCP · open
Serves open-weight language models through an OpenAI-compatible API endpoint running on the company's own GPU clusters.
2ActiveFrom $20/mo - #131

Fortaify
Runs language models, image generation, and voice processing locally on your device without sending data to the cloud.
1ActiveFrom $8.99/mo - #142

ReOpenly
Trains compact open-weight models on your own examples, then hosts them behind an OpenAI-compatible API.
1.5k linking domainsFrom $0.03 per use - #150

Your Own AI
Runs large language models locally on your machine with optional cloud routing for frontier models.
60 linking domainsActiveFrom $200/yr - #155

Nadir
Routes LLM requests to the cheapest model tier that meets quality thresholds, reducing inference costs.
668 ★ActiveFrom $25 per use - #157

ApiLink
Routes requests to 369 AI models from 45 providers through a single OpenAI-compatible API endpoint.
34 linking domainsActive - #164

Deep Variance
Audits GPU cluster capacity and usage against contracts, reporting shortfalls as dollar ranges.
30 linking domainsActive - #171

zizka.ai
Stores agent execution traces, replays sessions, and detects behavior drift in production.
29 linking domainsActive - #174
Prompt Smartly AI
Optimizes and refines prompts for AI language models to improve output quality.
22 linking domainsFrom $5/mo - #176

Promptyx
Organizes, versions, and evaluates prompts and workflows across multiple language models.
26 linking domainsActiveFrom $29/mo - #177

RPCS-1 Agent Tuner
Tunes language model behavior by adjusting response style parameters like tone, directness, and memory handling.
25 linking domainsActiveFree plan - #181

zenture
Evaluates AI response quality, compares model outputs, and refines prompts in a unified workspace.
20 linking domainsActiveFrom ≈ $8.99/mo - #182

NeoSmith AI
Distills small language models from your LLM traffic, one specialized model per agent in agentic workflows.
21 linking domainsActiveFree - #183

Pinstripes
Runs quantized frontier models on dedicated infrastructure with transparent precision specifications.
EmergingActiveFrom $5/mo - #186

SentinelGateway
Routes requests across multiple LLM providers with automatic failover, semantic caching, and PII redaction.
EmergingActiveFrom $29/mo2024 - #197

Tensorant
Fine-tunes and serves open-weight models on your cloud GPUs with dataset management and evaluation.
Little sign of useActiveFrom $99/mo
How we read a tool
No votes, no reviews, no vendor claims. Every week a crawler reads each tool's own site and a few public registries, and the words on the card are bands over what it read.
- Use: visits to the site (estimated), installs from npm and PyPI, presence in Chrome's usage report.
- Activity: the newest release on GitHub, npm or PyPI; the newest dated page on the site; open roles on a public jobs board.
- Price: the vendor's own pricing page, read with the date. A figure is printed only when it is on that page.
- The line and the use cases are written by us from the homepage, one tool at a time, and refused when they repeat the vendor's marketing.
How AI assistants read each site — the reading vendors ask us about — is on each tool's own visibility page.
How we read every tool → · By INITE Atlas Desk
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