SQLore
FeaturesPricingDownloadAboutContact
Start freeStart for free
SQLore
HomeFeaturesSolutionsPricingDownloadCompareFAQAboutBlogContact

SQLore © 2026

TermsPrivacyRefunds
Download for macOSDownload for WindowsSign in
  1. Home
  2. Solutions
  3. Evaluation
Evaluation

Choosing A SQL AI Tool: What Actually Differentiates Them

They all demo identically — a question goes in, SQL comes out. The differences show up in week three, on your schema, and they are all architectural.

Download SQLoreSee all features

What should you look for in a SQL AI tool?

The five things that differentiate SQL AI tools are: whether it reads your live schema or only column names, whether it executes and self-corrects or just returns a query, whether generated SQL is provably read-only, where your credentials are stored, and whether it can run without network access. Everything else is interface.

The five questions worth asking

Ask these of any tool in this category, including this one. Each is architectural — a vendor either built it in or cannot add it later without a rewrite, which is why they predict week-three experience better than any feature list.

  • Does it read your live schema? Keys, types, distinct values and statistics — or just table and column names? This decides correctness on any non-trivial database.
  • Does it execute? A tool that returns a query and stops has made you the test suite. One that runs it read-only can catch its own bad join.
  • How is read-only enforced? A parser validating to a single SELECT is a guarantee. A prompt asking the model not to write is not.
  • Where do your credentials live? On your machine, or in a web app's database? This is the question with the longest tail.
  • Can it run with no network? If not, "private" means "we promise", and there are environments where a promise is not admissible.

Hosted web app versus local application

Most tools in this space are web apps you paste a connection string into, which means your credentials and your schema live on a third party's infrastructure and your database has to accept connections from theirs. That is a real trade for real convenience — nothing to install, works from anywhere. The cost is that privacy becomes a policy question rather than an architectural fact, and in a regulated environment the difference is the entire procurement conversation.

Where SQLore lands

It is a desktop application. It introspects the live catalog and caches keys, types, distinct values and statistics; it executes read-only and self-corrects; every generated statement is parsed to an AST and validated to a single SELECT; credentials never leave the machine; and with a local model configured it runs with no network access at all. The trade we made is the mirror of the hosted one — there is something to install, and it runs where you install it.

The claims to discount

Accuracy percentages quoted against public benchmarks tell you about that benchmark's schema, not yours. Logos on a landing page tell you about the marketing budget. The only test that predicts anything is pointing a candidate at your own worst schema and asking the five questions your team actually asks — which is why there is a free plan here with no card and no expiry.

Frequently asked questions

Are AI SQL tools accurate enough to rely on?

On a small, well-named schema, most are. On a large or inconsistently-named one, accuracy is decided by schema grounding rather than by the model — which is why the tools diverge sharply on real databases and look identical in demos. Insist on seeing the generated SQL with every answer, whichever tool you choose, so accuracy is something you verify rather than assume.

Is it safe to give an AI tool database access?

It is safe under two conditions: the tool cannot issue writes, and it connects with a credential that could not perform them anyway. Look for AST-level validation rather than keyword filtering, and grant a read-only role regardless of what the tool claims.

What does a SQL AI tool cost?

Pricing in this category is usually per seat or per query. SQLore has a free plan with no credit card and no expiry, then paid plans counted in questions rather than seats, rows or connections — see the pricing page for current numbers.

More answers on the main FAQ, or ask us directly.

Related

The landscape

Database AI: An Honest Map Of What Works

Read more

For people who already write SQL

An AI SQL Assistant That Shows Its Working

Read more

The category, explained

The AI Database Assistant That Runs On Your Machine

Read more

Every page in this section covers a different question about the same product. See all solutions.

SQLore platform

Stop Writing The
Same Three Joins

Start free, upgrade when you are asking enough questions for it to matter.

Start for freeContact sales
sqlore.com
Connectionretail_db

staging

analytics

Add connection

MENU

Chat

Reports

Schema

History

Settings

Rows scanned

15,600+18%

Questions

25,800+14%

Avg latency

41 ms−16%

By product

By month

By connection