Defog vs digna (2026): Pricing, Features & Which to Choose

Who comes out ahead

Based only on the facts in our directory. The right pick still depends on the job you need done.

Lower starting price
Not comparable
Not comparable: Defog does not list a price
Free plan
Tie
Neither has one
Higher rating
digna
3.9 against 4.0
Same job?
Yes
Both are Data and Analytics tools

Side by side

Compared on	Defog	digna
Our rating	3.9	4.0Better
Starts at	Not listed	Not listed
Free plan	No	No
Category	Data and Analytics	Data and Analytics
Plans	See pricing	See pricing
Key features	SQLCoder open-source model family fine-tuned specifically for text-to-SQL Multiple model sizes (7B to 70B parameters) for different latency and accuracy needs sql-eval benchmark framework for testing SQL-generation accuracy against schemas On-premises or private-cloud deployment options for schema privacy Metadata-only fine-tuning approach designed to avoid exposing underlying row data	In-database anomaly detection with automated baselines Data arrival timeliness monitoring Record-level validation against custom rules Schema change tracking Private cloud and on-premise deployment
Pros	Open-source SQLCoder models can be self-hosted, avoiding vendor lock-in Benchmarked accuracy claims are backed by a public sql-eval framework rather than marketing copy alone Metadata-only fine-tuning limits how much sensitive data the model sees during setup	Data stays in your own environment rather than being copied to a third party Automated baselines instead of hand-written rules that drift out of date Under two hours from install to insights, as stated
Cons	No published pricing; every enterprise deployment requires a sales conversation Small team based primarily in Singapore, which may affect support hours for other regions Self-hosting the open-source models requires in-house ML infrastructure expertise	Very recent release, shorter track record than established competitors On-premise and private cloud deployment is real infrastructure work No published pricing
Company	Defog, founded 2023	digna

Prices come from each vendor's pricing page, last checked 20260824. Check the vendor before you buy.

FAQ

Questions people ask

Is Defog better than digna?

In our reviews Defog scores 3.9 and digna scores 4.0. The better pick depends on the job. Defog: Fine-tuned language models translate natural-language questions into SQL for enterprise data teams. digna: Data quality monitoring that runs inside your own database, not a copy of it.

Which is cheaper, Defog or digna?

Defog: see pricing. digna: see pricing.

Do Defog and digna have free plans?

Neither lists a free plan.

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