A confident wrong answer is worse than no answer
For a business decision, an AI that sounds right but invents facts is a liability. What matters is not how conversational the answer is - it’s whether it is correct, and whether you can see where it came from.
Factual responses, minimal hallucinations
We are actively participating in AI projects with one consistent priority: factual responses to prompts, with hallucinations minimized by design. That focus is exactly what a business customer set needs. We can speak about this work in general terms; specifics follow public announcements.
EQQ is the factual layer underneath
EQQ gives the authorized AI assistant read-only access to your real database records - structured facts, not guesses. That grounding is how you connect AI to your business accurately, both today and in our forward plans.
What is the difference between grounded AI and AI that guesses?
Grounded AI answers from your real records. AI that guesses answers from patterns and fills gaps with plausible text. For a business decision, only the first is safe to act on.
EQQ-Triangle is the factual layer in our approach. It gives an authorized AI assistant read-only access to the live data in your own database, so a question about your business is answered from structured facts, not from a guess.
What read-only guarantees
Read-only means no query can change, move or delete a record. The AI can look at your data, but it has no write path to misuse. Your production data stays safe from the tool itself.
Where the data stays
EQQ-Triangle is installed on your own server, next to your own database. It is not a cloud service, and no copy of your data is uploaded or synchronized outside your network. Your EQQ-Triangle security design explains the details.
Whose rules apply
EQQ-Triangle reads through your database's own accounts, roles and views. People see what you decide they see, and no second permission system is created to manage.
What do you still have to decide yourself?
Grounding reduces the chance of invented answers. It does not make the decision for you. Three things stay with your team:
The question. A vague question gets a vague answer, even from correct data. Decide exactly what you need to know and over which period or group.
Who has access. Access follows your existing database permissions, so review those accounts and roles before you connect anything.
The action. The answer shows what your records say. Acting on it is a business judgment. To see how people ask questions of their own database, read how to get answers without writing SQL.
Frequently asked questions
Can an AI assistant change my database through EQQ-Triangle?
No. EQQ-Triangle is read-only. It has no write path, so it cannot change, move or delete records.
Does my data leave my network?
No. EQQ-Triangle installs inside your firewall next to your own database. See the security page for the full description.
Does grounding remove hallucinations completely?
Our priority is factual responses, with hallucinations minimized by design. Answers drawn from your real records are the foundation of that approach, and you should still review results before acting on them.
How can I try EQQ-Triangle?
Start a free two-month trial, no credit card required. It works with PostgreSQL, MySQL and MS SQL. To discuss AI for your business, get in touch.