Who is Constellation for?

Financial services institutions and law firms, notably asset managers and teams working with credit documents.

Do people use Constellation?

Little sign of use: ≈ 47 visits/mo · estimate, 2026-10.

Does Constellation train AI on your data?

No, per its trust center (2026-10-12): “We never use your documents or traces to train a model for anyone else.”

Is Constellation safe?

We do not audit vendors. What Constellation publishes, read 2026-10-12: SOC 2 Type II stated on its trust center; on training with your data, “We never use your documents or traces to train a model for anyone else.”.

What are alternatives to Constellation?

In LLM operations, by use: Dryade, Together AI, Fireworks AI, varCHAR, RPCS-1 Agent Tuner, Tensorant.

Constellation

Trains post-trained and fine-tuned models on a firm's own documents, such as credit agreements, and deploys them inside its network.

LLM operationsEnterpriseFine-tuning+1

constellationfinance.ai ↗

Alternatives Set it up for my team Is Constellation yours? Claim the card →

At a glanceswept Oct 12, 2026

≈ 47visits/mo

Little sign of use · estimate, read Oct 12, 2026

Constellation47
#1 OpenAI40.8M

For: Financial services institutions and law firms, notably asset managers and teams working with credit documents.
Used for: review cross-referenced sections of credit indentures and agreements
train models on the firm's own internal documents
route AI work through a locally deployed harness

Worth knowingcomputed from what we read · each with its source

Used more than 60% of the 120 tools on its shelfINITE Atlas →
Has an MCP server (1 in the registry)public registry →

Your datawhat they publish, each line with its page · read Oct 12, 2026

Trains on your dataNotrust center ↗
Certifications they stateSOC 2 Type IItrust center ↗
Trust centertheir owntrust center ↗

“We never use your documents or traces to train a model for anyone else.”
trust center ↗

These are Constellation's own statements, read from its pages. We did not audit them. A line that is missing was not found on the pages we read; it does not mean the practice is absent.

How a program reaches itfound, not claimed · read Oct 13, 2026

MCP serverai.constellationfinance/constellation-finance-mcpverified in the MCP registry
Stateanswers, requires sign-inchecked 2026-10-13
Address to connectmcp.constellationfinance.ai/mcp

MCP server details →

Each line is something a program found when it went looking: the registry entry, the server's own answer, a spec that parses. A missing line means we did not find it, not that it does not exist.

Alternatives in LLM operationsby use, among tools still maintained

Figure and bar: visits/mo, estimate · year: online since

#1
Dryade
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From ≈ $55/user/mo
#2
Together AI
Runs open-source language models with serverless inference, batch processing, and GPU clusters.
32.7k
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From $0 per use
2022
#3
Fireworks AI
Routes requests to open or closed language models and trains specialized models on your data.
8.7k
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From $0.01 per use
#4
varCHAR
Trains domain-specific language models inside your network without exporting data.
39 linking domains
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From $15,000 once
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#5
RPCS-1 Agent Tuner
Tunes language model behavior by adjusting response style parameters like tone, directness, and memory handling.
25 linking domains
Active
Free plan
#6
Tensorant
Fine-tunes and serves open-weight models on your cloud GPUs with dataset management and evaluation.
Little sign of use
Active
From $99/mo

All LLM operations tools →

From people who use itnot part of the reading

No notes yet. What do you use Constellation for?

Questions this page answers

What is Constellation?
Trains post-trained and fine-tuned models on a firm's own documents, such as credit agreements, and deploys them inside its network. It is listed in the Atlas under LLM operations.
Who is Constellation for?
Financial services institutions and law firms, notably asset managers and teams working with credit documents.
Do people use Constellation?
Little sign of use: ≈ 47 visits/mo · estimate, 2026-10.

Does Constellation train AI on your data?
No, per its trust center (2026-10-12): “We never use your documents or traces to train a model for anyone else.”
Is Constellation safe?
We do not audit vendors. What Constellation publishes, read 2026-10-12: SOC 2 Type II stated on its trust center; on training with your data, “We never use your documents or traces to train a model for anyone else.”.
What are alternatives to Constellation?
In LLM operations, by use: Dryade, Together AI, Fireworks AI, varCHAR, RPCS-1 Agent Tuner, Tensorant.

Not quite it? Describe the job

beta

Five tools from the Atlas that fit it, each judged against what you wrote.

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.