Add an AI column to any dataset.

Write a prompt to tag, extract, and enrich every row — then make sure it works and fine-tune for production.

support_tickets✦ Transform · Fine-tuned · 1,284 rows

Customer review	✦Sentiment	✦Priority
Shipping was fast and the quality is great.	Positive	Low
The app keeps crashing on launch.	Negative	High
Love the new dashboard update!	Positive	Low
Billing charged me twice this month.	Negative	High

Transforms

Write a prompt. Fill a column.

A transform is just a prompt that runs on every row. Reference any column with variables, run it across thousands of rows, and watch the results fill in.

Your prompt, on every row

Pull in fields with simple variables, preview on a few rows, then run the whole table. Re-run anytime your prompt or data changes — no spreadsheets full of brittle formulas.

Template

system

You are a sentiment classifier.

user

Classify:{{ review.text }}

assistant

Tag & classify

Sort rows into categories, label content, route tickets.

Extract fields

Pull names, amounts, and entities out of messy text.

Enrich rows

Add summaries, scores, and new fields to every record.

Quality checks

Test that it works.

Don't ship a prompt you haven't checked — you'll run it thousands of times. Confirm it's right before it ever touches production.

Two ways to check your work

For classifiers and extraction, score against known answers with exact match. For subjective work like writing or tone, grade outputs with a predictive scoring prompt. Either way, you know your quality before your users do.

Exact match · classifiers

PositivevsPositive

NegativevsNegative

NeutralvsPositive

94% correct

Predictive score · subjective

“How helpful is this support reply?”

4.4/5

graded by a scoring prompt

Proven prompt? Fine-tune it.

Once a prompt works, turn it into a custom model that's faster, cheaper, and more consistent at scale. Your rows are already the training data.

Explore fine-tuning

Your keys, your providers

Any model, with your own keys.

Connect Anthropic, OpenAI, Google AI, or Groq with your own API keys and pay your providers directly — no credits to buy, no usage marked up. Switch providers whenever you want.

Bring your own keys

Use the models you already pay for. Entry Point runs your transforms on top, so you stay in control of cost and never get locked into a single provider.

Model provider

Anthropic

Google AI

OpenAI

Groq Cloud

Base model

gpt-4.1-nano