# Introducing Shaped for Agents — retrieval that gets it right the first time

New Feature

## Transform messy data into useful data — instantly.

An AI-powered enrichment tool for catalogs, content, and customer records. Add missing fields, standardize formats, generate captions and tags, and create ready‑to‑use datasets without writing pipelines.

## Results you can achieve today

Concrete wins you can ship this week — no pipelines or custom ETL required.

#### Richer product catalogs

1. Fill missing descriptions, specs, and categories.
2. Normalize titles and attributes for better search/browse.
3. Auto‑tag images to improve discovery.

#### Faster content operations

1. Generate captions, summaries, and keywords for videos and articles.
2. Create alt text and tags for accessibility and SEO.
3. Classify content by topic and tone.

#### Cleaner customer data

1. Backfill profile fields and standardize formats.
2. Enrich CRM records with firmographics.
3. Detect duplicates and obvious anomalies.

#### Trust & safety shortcuts

1. Validate user‑submitted tags vs AI‑generated tags.
2. Flag spammy or mismatched labels on listings.
3. Create “allow/deny” signals for moderation queues.

#### Analytics that match reality

1. Standardize currencies, dates, and IDs.
2. Backfill historical gaps to reduce missingness.
3. Produce tidy datasets for dashboards and experiments.

#### Faster experiments

1. Create labeled datasets in hours, not sprints.
2. Spin up variants with different enrichment prompts.
3. Export anywhere via CSV/API.

## How it works

Configure once. Get enriched datasets you can plug into search, analytics, moderation, and more.

##### Step 1: Connect or upload

Bring a CSV or connect a source. Select the tables you want to transform.

##### Step 2: Choose enrichment

Use a simple YAML to define AI prompts that instantly generate new attributes for your data.

##### Step 3: Use the new dataset

Get a clean, enriched dataset written to a new table. Export or wire it into your stack.

## Start with a real dataset in minutes.

Free forever. No credit card required.
