How Debutify Replaced $5,000+ Influencer Videos and Manual Research with AI
Two production systems built and handed off in 2 weeks. Daily content research automated. Paid creative draft turnaround compressed from days to same-day.
Manual research eliminated
Influencer cost replaced
AI video rendering cost
Full build & handoff
Client
Debutify
Sector
B2B SaaS, Shopify ecosystem
HQ
Melbourne, Australia
Operating since
2022
Brands served
700,000+
ARR
$2M+
Engagement
GTM Engineering
Timeline
2 weeks
Delivered
2 production pipelines
The challenge
Two manual ceilings. One on each side.
Debutify is one of the most widely adopted Shopify theme and app ecosystems. Their GTM motion depends on consistently reaching merchant decision-makers through content: one long-form and one short-form video daily, plus 3-5 Meta Ads angles running at any given time.
Scaling that manually had hit a ceiling on both sides: organic and paid.
Organic bottleneck
40-60 minutes of daily team time spent manually searching YouTube, assessing relevance, and creating tasks in ClickUp, with no consistent evaluation criteria across researchers.
Paid bottleneck
Influencer costs starting at $5,000+ per short-form video. AI avatar platforms like HeyGen at ~$10/min. Human creators adding 5-10 day turnarounds, making rapid angle testing effectively impossible.
What we built
Two production pipelines. One engagement.
Both bottlenecks followed repeatable patterns: search, assess, route on the organic side; script, voice, animate on the paid side. That made them ideal candidates for end-to-end automation.
Pipeline 1
Organic Content Intelligence
Automated YouTube research system that runs every 6 hours, pulls new videos by keyword, scores relevance via AI, and auto-creates briefed tasks in ClickUp for anything above threshold. Team gets notified in real time.
Stack
Pipeline 2
AI UGC Video Pipeline
End-to-end video production system. Topic and persona entered in Airtable, GPT-4o writes the script, Fish.audio generates voice, Wavespeed AI renders the talking-head video, and Kling 2.6 creates contextual b-roll. Assets delivered same-day for review.
Stack
Before & after
What changed.
Organic content pipeline
| Area | Before | After |
|---|---|---|
| Content research | Manual daily search across keyword areas | Automated every 6 hours, 24/7 |
| Video assessment | Human judgment, inconsistent criteria | AI scoring with consistent 0–100 rubric |
| Idea routing | Team member manually creates tasks | Auto-created in ClickUp with full brief |
| Team notification | Relies on whoever did the research | Instant alerts on every high-priority find |
| Historical tracking | No structured log | Full audit trail in tracking layer |
Paid creative pipeline
| Area | Before | After |
|---|---|---|
| Cost per video minute | ~$10/min (HeyGen) | ~$1.88/min (Wavespeed) |
| Voice generation | Higher per-character cost (ElevenLabs) | ~70% cheaper (Fish.audio S1) |
| Turnaround per draft | 5–10 days (human creator) | Same day, automated pipeline |
| Creator brief quality | Written doc only | Working video draft + validated script |
| Angle test volume | Limited by cost and turnaround | Significantly higher at same budget |
Results
The numbers.
Manual research eliminated
Runs automatically every 6 hours
Video rendering cost
$1.88/min vs. $10/min (HeyGen)
Voice generation cost
Fish.audio vs. ElevenLabs
Draft turnaround
Same-day vs. 5–10 days
Per influencer video replaced
AI drafts at compute cost only
Built & handed off
Two production systems, fully documented
Organic pipeline
- ~2 high-priority videos flagged daily with full AI briefs auto-created in ClickUp
- Consistent evaluation criteria applied to every video, every cycle
- Research runs 24/7 without team involvement
Paid pipeline
- Influencer dependency removed for draft-stage creative
- Creator briefs now include a working video draft, not just a doc
- Angle testing volume no longer bottlenecked by cost or turnaround
Combined
- Organic research informs paid creative angles, a compounding flywheel
- Content team shifted from production work to decisions and approvals
- Both systems running without ongoing technical dependency
Your turn
Same bottleneck?
Let's scope it.
If your team is spending time on repeatable production work that could be systematized, a 30-minute discovery call will tell you whether automation is the right move.
No pitch. No commitment. 30 minutes.