ScavioScavio
ProductPricingDocs
Sign InGet Started
  1. Home
  2. Tutorials
  3. How to Write a Rubric for Cold Email Personalization (2026)
Tutorial

How to Write a Rubric for Cold Email Personalization (2026)

12-line rubric for LLM-generated cold email openers. Auditable, portable, ~$0.01/prospect with Scavio research input.

Get Free API KeyAPI Docs

An earlier r/n8n post (Apr 30 2026) shipped a 12-line lead-scoring rubric. The same shape applies to cold email personalization.

Prerequisites

  • Scavio API key
  • LLM API key
  • Vertical opener bank as fallback

Walkthrough

Step 1: Define rubric criteria

What makes a good opener for this vertical?

Text
// 1. References ONE specific recent detail.
// 2. NOT 'I came across your site'.
// 3. NOT generic vertical-thing.
// 4. 1-2 sentences max.
// 5. Tone: human.
// 6. Soft question, not an ask.
// 7. No first-person past tense.
// 8. References vertical context.
// 9. References agency value-add at end.
// 10. No emojis. No filler.
// 11. Personalization detail must be verified.
// 12. If research thin, fall back to bank.

Step 2: Per prospect: Scavio research

Site latest news + AI Overview + Reddit signal.

Text
// scavio.search('site:domain 2026 latest news'); scavio.search('{name} 2026', include_ai_overview=True)

Step 3: LLM-generate opener with rubric

Pass rubric explicitly + research as context.

Text
// LLM: 'Generate ONE opener for [name] at [company]. Research: [...]. Rubric: [...]. If you cannot satisfy criterion 11, output FALLBACK.'

Step 4: Self-judge against rubric

Second LLM pass scores opener.

Text
// 'Score 0-12 against rubric. Output: {score, failed_criteria[]}.'

Step 5: Threshold + fallback

If score <10, use bank.

Python
# if judge_score < 10: opener = vertical_bank.sample()

Step 6: Spot-check 50 generated openers manually

Calibrate rubric.

Text
// Pick 50 random; rate human-good vs human-bad.

Step 7: Track reply rate per opener variant

A/B test rubric tightness.

Text
// Per campaign: tag openers with rubric version. Track reply rate.

Python Example

Python
# Per prospect: ~$0.01-0.02.

JavaScript Example

JavaScript
// Same shape in TS.

Expected Output

JSON
Auditable, portable cold email personalization rubric with measurable per-prospect cost.

Related Tutorials

  • How to Run a First Cold Email Campaign (Niche Agency, 2026)
  • How to Build Vertical Cold Email for a Niche (2026)

Frequently Asked Questions

Most developers complete this tutorial in 15 to 30 minutes. You will need a Scavio API key (free tier works) and a working Python or JavaScript environment.

Scavio API key. LLM API key. Vertical opener bank as fallback. A Scavio API key gives you 50 free credits on signup.

Yes. The free tier includes 50 credits on signup, which is more than enough to complete this tutorial and prototype a working solution.

Scavio has a native LangChain package (langchain-scavio), an MCP server, and a plain REST API that works with any HTTP client. This tutorial uses the raw REST API, but you can adapt to your framework of choice.

Related Resources

Best Of

Best Cold Email Tools for AEO Agencies (2026)

Read more
Use Case

Agency First Cold Email Campaign (Niche AEO)

Read more
Best Of

Best Cold Email Tools for Niche Agencies (2026)

Read more
Solution

Cold Email Agency Launch Stack (Niche Vertical)

Read more
Glossary

SERP-Based Cold Email Personalization

Read more
Solution

Scale Cold Email with Real-Time Search Signals

Read more

Start Building

12-line rubric for LLM-generated cold email openers. Auditable, portable, ~$0.01/prospect with Scavio research input.

Get Free API KeyRead the Docs
ScavioScavio

Real-time search API for AI agents. Search every platform, not just Google.

Product

  • Features
  • Pricing
  • Dashboard
  • Affiliates

Developers

  • Documentation
  • API Reference
  • Quickstart
  • MCP Integration
  • Python SDK

Alternatives

  • Tavily Alternative
  • SerpAPI Alternative
  • Firecrawl Alternative
  • Exa Alternative

Tools

  • JSON Formatter
  • cURL to Code
  • Token Counter
  • All Tools

© 2026 Scavio. All rights reserved.

Featured on TAAFT
Terms of ServicePrivacy Policy