AI coding assistant
Most businesses do not need software built. They need a spreadsheet formula that works, a script to clean a data export, or a query to answer a question their reports do not cover.
That is where a coding assistant earns its place in a business subscription — not building products, but removing the small technical blockages that otherwise wait for someone who knows how.
The tasks businesses actually bring to it
- Spreadsheet formulas — lookups, conditional aggregation, date arithmetic, the nested formula that almost works.
- Data cleanup — deduplicating a customer list, standardising phone formats, splitting merged columns.
- Report queries — pulling a figure your standard reports do not show.
- Small automations — renaming files in bulk, converting formats, scheduled tasks.
- Fixing something broken — a formula, a script or a template that stopped working.
The common thread is that each is a half-hour problem for someone who knows how and a lost afternoon for someone who does not.
How to ask so the answer works
- Name the tool and version. Excel, Google Sheets and LibreOffice differ in function names and separators.
- Describe the data layout. Which columns hold what, and whether there are headers.
- Show a sample. Three or four real rows, with anything confidential replaced.
- State the expected result for that sample.
- Paste the exact error if something is failing, not a description of it.
Most failed attempts come from omitting the data layout. The assistant cannot see your spreadsheet.
Test on a copy, always
Generated code and formulas can be confidently wrong in ways that are hard to spot — a formula that returns a plausible number from the wrong range, a script that deletes more than intended.
Run anything that modifies data on a copy first, and check the output against a result you can verify by hand. For a script that deletes, moves or overwrites files, this is not optional.
Where to stop and hire someone
The assistant is genuinely useful up to a boundary, and past it you are accumulating risk:
- Anything touching payments or customer data at scale.
- Code that will run unattended on a schedule with no one watching output.
- Anything you cannot read well enough to review. Deploying code you do not understand is how small automations become outages.
- Systems others will depend on and someone will have to maintain.
Frequently asked questions
What can a non-developer use an AI coding assistant for?
Spreadsheet formulas, data cleanup like deduplication and format standardisation, report queries, small automations such as bulk file operations, and fixing formulas or scripts that stopped working.
How do I ask for a formula that actually works?
Name the tool and version, describe which columns hold what, show three or four sample rows, state the expected result, and paste the exact error text if something is failing.
Is AI-generated code safe to run?
Test on a copy first and verify the output against a result you can check by hand. For anything that deletes, moves or overwrites data, testing on a copy is essential rather than advisable.
When should I hire a developer instead?
For anything touching payments or customer data at scale, code that runs unattended on a schedule, anything you cannot read well enough to review, and systems others will depend on and maintain.
Which languages and tools does it cover?
The common business ones — spreadsheet formulas, SQL, Python, JavaScript and shell scripting — which covers the large majority of what a business without a developer needs.