Data-Trained AI Content Engine Playbook

March 6, 2026

Tools used

Download playbook

Enter your email

By clicking download you subscribe to our marketing communications.

Build a niche-specific AI content engine trained on thousands of real high-performing posts to generate data-backed, non-generic content.

Jan Brochwicz

How it works

Step 1: Select Target Creators

Define the dataset before building the engine.

Pick top creators in the niche:
- Manual selection
- Or use Scripe for automated discovery
Criteria:
- Same ICP audience
- Consistent posting cadence
- High engagement relative to follower count
- Clear niche positioning

‍

Step 2: Scrape & Aggregate Content

Aggregate all historical content into a single dataset.

Use Apify to:
- Scrape posts
- Extract captions
- Capture engagement metrics
- Download post metadata
Pull:
- Likes
- Comments
- Reposts
- Post timestamps
- Media URLs

‍

Step 3: Clean & Structure Data

Prepare dataset without manual spreadsheet work.

Upload raw data into Cursor
Use AI chat inside Cursor to:
- Clean inconsistencies
- Standardize columns
- Remove duplicates
- Extract structured fields

‍

Step 4: Generate Structured Assets

From the cleaned dataset, produce:

Merged clean CSV
All post graphics downloaded
Posts ranked by performance:
- Engagement rate
- Hook strength

‍

Step 5: Run Deep Content Analysis

Analyze patterns using Claude.

Upload clean dataset into a Claude Project.
Run structured analysis to generate:
- Performance Playbook
  - What formats win
  - Best posting times
  - Hook rankings
- Content Library
  - All posts categorized
    - Tagged by:
      - Topic
      - Format
      - Hook type
- Sentence Library
  - Reusable high-performing sentences
  - Structured JSON output
  - Categorized by:
    - Hooks
    - Transitions
    - CTAs

‍

Step 6: Build the Custom AI Content Engine

Convert analysis into an operational engine.

Create a dedicated Claude Project trained on:

1000s real niche posts
700+ reusable high-performing sentences
Ranked hooks
Voice pattern mapping

‍

Scroll to zoom in and out, drag to navigateUse 2 fingers to drag, zoom in and out

Warm Calling Playbook 2026

A workflow that funnels six warm lead sources into Clay, scores and tiers every contact, then routes calling tasks into Nooks for parallel dialing.

OOuuttbboouunnddRReevvOOppss

Dan Rosenthal

June 30, 2026

Automated Cold Outbound Playbook using Claude Code

Automated Cold Outbound Playbook using Claude Code

A workflow that uses Claude Code to run the full cold outbound motion from strategy to campaign launch into Instantly and HeyReach.

OOuuttbboouunnddRReevvOOppss

June 30, 2026

HubSpot Custom Code Workflow

A workflow that extends HubSpot beyond native actions using custom code, private apps, and external APIs to handle automations like bulk associations, AI scoring, and cross-object syncs.

RReevvOOppss

Elena Mahmutaj

June 26, 2026