Build verifiable data workflows
AI reasoning and planning. Deterministic actions. Full lineage.
Connect a spreadsheet, a cloud bucket, or a database, then ask a question in plain English. albirint returns a computed answer — tables, metrics and a written explanation — streamed live as the analysis runs.
Request early access — we’ll email you when accounts openThe AI plans. It does not do the math.
Most tools hand your question to a language model and print whatever it says. albirint splits the job in two, so you can check the work.
The model writes a plan
Your question goes to an AI planner, which produces an ordered list of steps — load this table, filter to Q1, group by region, sum revenue. The plan is visible before anything runs.
A deterministic engine runs it
Each step is a named action executed with standard data libraries — Polars, DuckDB and pandas. The same plan on the same data always produces the same numbers.
Every step is recorded
Steps produce artifacts — stored intermediate results you can open and inspect. Artifacts expire; the recipe is kept, so an analysis can be re-run later on fresh data.
One question, start to finish:
What were my top-selling products last quarter by region?
The model reads your question and decides which steps to run. It never computes the answer itself.
- 1load_tablesales.csv
- 2filter_rowsdate in Q1
- 3group_byregion, product
- 4aggregatesum(revenue)
- 5sortrevenue desc
Every step stores its result. The notebook keeps the recipe, so the same analysis re-runs on fresh data.
Bring your own data
Credentials are stored encrypted and are supplied to the analysis engine per request. Which source types a plan can connect is listed on the plans page.
File upload Available
CSV, Excel and Parquet files, uploaded straight into a notebook. Included on every plan.
SFTP Available
Pull files from an SFTP server on a path you control.
Backblaze B2 Available
Read objects from S3-compatible bucket storage.
PostgreSQL Available
Query an existing Postgres database over a read-only session.
MySQL Available
Query an existing MySQL database over a read-only session.
Warehouses In development
Snowflake, BigQuery, Redshift and Databricks are not available yet.
Same engine on every plan
Plans differ by weekly volume and which data sources you can connect. Full limits and answers to common questions are on the plans page.
Free
Try it on a single dataset.
- 20 queries per week
- 1 notebook
- File uploads up to 10 MB
Pro
For regular analysis on real data.
- 400 queries per week
- 15 notebooks
- Cloud storage and SQL sources
- 10 saved pipelines
Power
Heavy, repeated workloads.
- 1,200 queries per week
- 40 notebooks
- 30 saved pipelines
- Uploads up to 500 MB
Enterprise
Volume pricing and agreed terms.
- Negotiated limits
- Direct support contact
Early access
albirint is in development and not yet open for sign-up. Email us and we will contact you when accounts open. No charges are being taken today.