🎮 The Next Input — Issue #021

The AI That Qualifies Your Leads

Aaron Bost
July 30, 2025

⚡ The Briefing — 60 sec

Anthropic nears a $170 B valuation on a rumored $5 B round. AI is officially the new dot-com—only bigger.
OpenAI rolls out “Study Mode” to teach responsibly. The chefs at 3180 Porter keep cooking; homework help, minus plagiarism panic.
NotebookLM adds video overviews—your mini-brain just got eyes. We love to see a fringe experiment become a must-have tool.

🛠️ The Playbook — Study-Mode Flashcard Factory

Mission Turn any PDF or lecture video into a spaced-repetition Anki deck—no manual highlights.
Difficulty Medium | Build time 45 min
ROI Learners save ≈ 30 min per chapter crafting study aids.

Step	Action
1	Trigger – Google Drive → file added to `/Study`.
2	If video – AssemblyAI extracts transcript.
3	Call ChatGPT Study Mode – Generate 20 Q&A flashcards.
4	Formatter – Convert JSON → Anki CSV.
5	AnkiConnect – Auto-import deck.
6	Slack Push – DM user “Deck ready”.
7	Fail-safe – On error, log to Sheets + notify #study-alerts.

Pro tip: Tag cards with subject so Anki stats reveal weak topics.

🗺️ The Side Quest

Reader question:
“New sign-ups keep pouring in, but I can’t research and qualify them all. How can an AI agent act as a Sales Development Rep—scoring leads and drafting outreach?”

Below is the field-tested blueprint.

1. The Goal & Philosophy

Create personalised outreach at impossible scale. An AI SDR isn’t only faster—it ensures every promising lead gets a tailored hello instead of rotting in a spreadsheet.

2. The Qualification Brain

Define an Ideal Customer Profile the model can score against:

Industry → SaaS, Fintech get +25
Employee count → 50-500 gets +25
Tech stack → Uses Stripe or Snowflake gets +25
Funding → Series A+ within 24 months gets +25

Sum the points: A (90-100), B (70-89), C (40-69), D (0-39).

3. The Tech Stack

Trigger: HubSpot (new contact) or Stripe (new subscriber)
Enrichment: Clay or Clearbit API
Model: GPT-4o or Claude 3.5
Router: Make.com (or Zapier Paths)

4. Step-by-Step Workflow

New Sign-up fires webhook.
Enrichment pulls firmographic & technographic data.
AI Scoring ranks the lead A-D using the ICP rubric.
Branching Paths
- A/B leads: AI drafts bespoke email → HubSpot task “Approve & Send”.
- C/D leads: Auto-add to nurture sequence in Customer.io.
Logging writes score + email draft back to HubSpot for visibility.

5. The “Magic” Prompt

You are an SDR. Using the JSON below, write a 120-word email: 1-line hook referencing {industry pain}, 2-line value prop tied to {tech_stack}, 1 clear CTA. Casual-professional tone.

Pass the enriched JSON so the model can drop funding news or tech-stack call-outs naturally.

6. The Human Checkpoint

High-value (A) emails require a manual “Send” click—grow revenue, not regrets. Lower-tier outreach fires automatically.

Pro-Tip
Cache enrichment for 24 h—Clay’s Enrichment Store avoids burning credits when the same domain signs up twice.

🎯 The Arsenal — Tools & Prompts

Asset	What it does	Link
Clay Enrich API	One-shot firmographic + technographic enrichment.	https://clay.com/api
SvelteFlow	Visual builder for Anki-ready CSVs.	https://svelteflow.io
Guardrails Hub	Stress-tests prompts for policy compliance.	https://guardrailshub.ai
Prompt: 1-Line Win Story	One paste → brag tweet.

Write a 1-line tweet bragging our AI SDR booked 3 calls overnight. Hype but credible.

💡 Free Office Hours

Need an AI SDR or flashcard factory?
Book a free 15-minute Office Hours slot—no sales pitch, just workflows solved.

→ Grab a slot: https://calendly.com/aaron-cylentis/the-next-input-office-hours

🕹️ Game Over

Automate one lead-score tonight—tomorrow’s pipeline will thank you.
Share your win; you could headline Issue #022.

— Aaron
Automating the boring. Amplifying the brilliant.

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