Use cases

Whatever your data,
one analyst you can trust.

Workliq is one horizontal AI data analyst — it works on any structured file.Here's where teams put it to work first. Every number is traceable — queried answers show their SQL and Python, and answers drawn from the analysis show the evidence behind them.

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D2C / E-commerce

✗Rising CAC and no clear LTV. Meta, Google and Shopify all take credit and none reconcile.

✓Cohort LTV:CAC, contribution margin, and returns — joined to the paisa, no platform bias.

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SaaS / RevOps

✗MRR movement, NDR and churn cohorts live in a spreadsheet you rebuild by hand every month.

✓MRR waterfall, net dollar retention, and at-risk accounts — auto-built from your Stripe export.

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Finance & FP&A

✗Month-end eaten by manual reconciliation, and you can't defend a number when the auditor asks.

✓Anomalies, budget variance, and cash-flow forecasts — every figure with its SQL and an audit log.

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Marketing & Growth

✗Wasted spend hides until the monthly review, after the budget is already gone.

✓True channel ROI ranked, waste flagged, CPA trends — from your own data, ready for the standup.

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Researchers & Analysts

✗You need a real statistical test and a reproducible notebook — but not everyone codes in R.

✓Ask in English; it routes to the correct test (with effect sizes) and writes a shareable notebook.

And everywhere else structured data lives

The same engine, more teams

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Consultants & Agencies

Turn a client's messy export into a report in an afternoon, not a week.

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Operations & Supply-chain

Demand forecasts, anomaly alerts, and throughput analysis from your own logs.

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Founders & Executives

Board-ready metrics and a plain-English read on what's actually moving.

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Students & Educators

Learn with real data and see the code behind every answer.

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Clinical & social research

Descriptive stats, hypothesis tests, and normality checks — done right.

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Logistics & real estate

Route, delivery, occupancy and pricing analysis on your own tables.

Don't see yours? It still works.

If your data is a CSV, Excel, Parquet, JSON, or a database, Workliq can analyze it — with the SQL and Python behind every answer. Try the live demo, no signup.

Try with sample data →

Whatever your data,one analyst you can trust.