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Create and optimize ad copy across platforms using conversation insights, performance data, and platform specifications
purpose
Transform messaging into high-converting ad copy by extracting customer language patterns, addressing objections, and tailoring to platform constraints
role
Marketing
action
Create
connectors
[{"name":"HubSpot","purpose":"Track conversion rates by ad variation and lead quality scores"},{"name":"Slack","purpose":"Gather team feedback on ad performance and competitive examples"},{"name":"Gmail","purpose":"Extract customer language patterns from email threads and support tickets"},{"name":"Google Drive","purpose":"Access brand guidelines, existing ad creative, and performance reports"}]
Turn every conversation into sharper ad copy. This skill extracts the exact language prospects use when describing their problems and desired outcomes — the golden source for high-converting ads. It handles both starting from scratch AND iterating based on what's actually working in market.
When to Use
Starting fresh: You have a product or service but copy feels generic. Extract real language from customer calls and emails.
Testing new angles: Your current ads plateau. Use objection patterns and competitor mentions to unlock new messaging angles.
Platform-specific copy: Need headlines for Google Ads RSA, longer-form copy for Meta, or snappy text for Twitter/TikTok. Each has different constraints.
Variation generation: Launch 6–12 ad variants fast to test pain-point vs. outcome vs. social-proof angles.
Data-driven iteration: Your analytics show which ad segments underperform. Rewrite copy addressing common objections from call transcripts.
Brand consistency: Ensure new ads follow existing tone and guidelines while adapting to platform specs.
Competitive differentiation: Competitor ads mention features. Your customer calls mention outcomes. Lean into that gap.
Instructions
Gather conversation data (optional but powerful)
Scan recent customer calls, support emails, or Slack threads. Look for: How prospects describe their pain, exact words they use for desired outcomes, objections they raise, successful closing language.
If no transcript data, work from your existing messaging and brief market research. Harmony ads work without conversation grounding too.
Define your angle
Choose one: Pain point (highlight what breaks), Outcome (emphasize what improves), Social proof (show others' results), Curiosity (tease a gap or reveal), Objection flip (address common hesitation directly).
Pull specific language from customer calls if available: "Compliance audits take 3 weeks" beats "Streamline audits."
Identify target platform(s) and constraints
Google Ads RSA: 30 characters max per headline (3–15 headlines). Prioritize specificity and benefit.
Meta (Facebook/Instagram): 2,200 characters primary text. Opens and first 125 chars visible before "See More." Hook early.
LinkedIn: 150 characters max for intro. Professional, outcome-focused.
TikTok: 80–100 characters recommended. Conversational, attention-grabbing, no formal tone.
Specificity over vagueness: "Cut audit time from 3 weeks to 1 day" > "Faster audits." Numbers stick.
Lead with benefit, not feature: "Stop waiting for compliance approval" > "Real-time compliance tracking."
Active voice: "We cut your response time in half" > "Response time was reduced."
Include proof when possible: "Trusted by 500+ enterprises" or "94% report faster decisions."
Generate variations across angles
Create at least 3 versions per platform, each hitting a different angle. Pain point version, outcome version, social proof version.
For Google Ads RSA, aim for 6–9 headlines covering: benefit statement, pain relief, outcome, specificity, proof point, speed/scale, authority, objection flip.
Align to platform and brand
Tone: Match your existing brand voice. LinkedIn copy stays professional; TikTok leans conversational.
Visual hooks: Mention where supporting visuals (product screenshot, customer testimonial, demo clip) could amplify copy.
CTA clarity: Always clear what the next step is (sign up, watch video, start free trial).
Test and iterate (when performance data available)
Once ads run, track which angle resonates: pain point, outcome, or social proof. Rewrite underperforming variants using new insights.
Check HubSpot conversion rates per ad variant and Gmail for new customer language patterns to cycle back in.
Output Format
For each ad variant, provide:
Platform: [Google Ads RSA / Meta / LinkedIn / TikTok / Twitter]
Angle: [Pain point / Outcome / Social proof / Curiosity / Objection flip]
Headline / Primary Text: [Copy, exactly as it would appear]
Character count: [X/Y max]
Visual hook (optional): [Description of supporting image or video]
Call-to-action: [Learn more / Sign up / Start free trial / etc.]
Example
Company: Vaultkey (cybersecurity SaaS for compliance automation)
Goal: Drive sign-ups for free trial via Google Ads RSA and Meta
Source: 5 recent customer calls mention: "Compliance audits took 3 weeks, we were terrified of gaps," "approval workflows were a nightmare," "now we sleep at night."
Angle: Pain relief (audit burden) + Outcome (speed) + Social proof (trust)
Google Ads RSA Headlines (30 chars max)
Cut audit time from weeks to days (31 chars — adjust: "Cut audit weeks into days" = 26)
Meta Ad (Primary text, ~2,200 chars available; opening 125 chars crucial)
Headline: Are compliance audits eating your life?
Body:
Three weeks to audit. Two more to get approvals. Sound familiar?
Vaultkey automates the entire compliance workflow — from evidence collection to sign-off. Your team doesn't have to choose between speed and accuracy anymore.
What's different:
Real-time evidence tracking (not spreadsheets)
Approval routing that doesn't loop through email
Audit-ready reports generated in minutes, not weeks
Social proof:
500+ enterprises, including [Name], cut audit prep from 3+ weeks to under 2 days. 94% report zero missed controls.
CTA:
See how Vaultkey works. Free trial, no card needed.
LinkedIn Ad (150 chars max, professional tone)
Compliance audits took 3 weeks. Now? 2 days. See how Vaultkey cut audit prep time by 93%. Start free.
TikTok Ad (80–100 chars, conversational)
Compliance audits are killing me 😅 Then Vaultkey automated everything. Finally sleeping at night.
Edge Cases
No conversation data available
If you lack call transcripts or emails, work from your positioning doc and 2–3 market research articles. Use industry pain points (not made-up ones). Harmony excels when grounded in real language, but reasonable assumptions work too.
Conflicting angles across your audience
Example: CFOs care about cost/ROI; Risk Officers care about gaps. Generate two angle sets. Test pain point messaging to CFOs, proof point messaging to Risk Officers.
Platform constraint creates awkward copy
Google Ads 30-char limit is tight. Prioritize benefit phrasing (outcome + speed/scale) over exact claims. "Cut audit weeks" outweighs a long feature list.
Competitor mentions in calls suggest you're late-stage messaging
If prospects say "Your competitor has X," your messaging isn't at awareness stage; it's at consideration. Shift from "what it does" to "why it's better." Extract that differentiation from calls.
Ad copy tests show no winner
If pain point, outcome, and social proof variants perform equally, check if your audience is mixed. Segment by persona. Test again with segment-specific angles.
Brand guidelines conflict with platform norms
Example: Brand guide says "formal," but TikTok demands conversational. Adapt tone while keeping core message. "Transform compliance workflows" (formal) → "Finally automated compliance" (conversational) retains meaning.
Platform Quick Reference
Platform
Max Length
Tone
Key Constraint
Best Angle
Google Ads RSA
30 chars/headline
Direct, benefit-led
Headlines must work independently and in any combination
Specificity + numbers
Meta (FB/IG)
2,200 chars (125 visible)
Conversational, hook-first
First 125 chars before "See More" — front-load the hook
Pain point → outcome story
LinkedIn
150 chars intro, 70 headline
Professional, outcome-focused
B2B audience expects credibility signals
Authority + proof
TikTok
80-100 chars
Casual, authentic, fast
Feels like a person talking, not a brand
Relatable pain + quick win
Twitter/X
280 chars
Sharp, punchy
Every word earns its place
Curiosity + contrast
Headline Quality Checklist
Before finalizing any headline, verify it passes these checks:
Specific over vague: Contains a number, timeframe, or concrete outcome
Benefit over feature: Leads with what changes for the reader, not what the product does
Active voice: Subject acts, no passive constructions
Character count validated: Fits within platform limits exactly
Standalone clarity: Makes sense without surrounding context (critical for RSA headlines that combine randomly)
