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TikTok Ads · AI SaaS (Research & Content)

Building TikTok Conversion Momentum for CitedEvidence AI

How platform-native testing increased conversion volume, improved acquisition efficiency, and created stronger signals for future scaling.

Client
CitedEvidence AI
Industry
AI SaaS (Research & Content)
Channel
TikTok Ads
Timeline
13 – 24 Jul 2026 (two weekly reporting periods)
ROAS Improvement
+56.3%
Conversions
44
Conversion Value
$80
Blended ROAS
0.64x

01The challenge

  • Translating a research product into fast, visual, TikTok-native communication rather than a typical consumer-product pitch
  • Winning the first three seconds — TikTok users decide almost immediately whether to keep watching
  • Low-cost clicks wouldn't validate the channel; the goal was conversion-ready traffic, not cheap reach
  • An early, developing channel meant limited conversion signals to guide automated delivery

02Objective

  • Validate TikTok as a conversion channel for CitedEvidence AI
  • Generate tracked sale and trial events
  • Identify stronger hooks and creative directions
  • Improve conversion efficiency while increasing volume

03Strategy

Creative testing focused entirely on the opening hook, pacing, and how quickly the benefit appeared — video engagement was treated as a diagnostic, not the goal.

Hook and Messaging Framework

  • Problem-first — research friction, information overload, difficulty finding dependable evidence
  • Speed and efficiency — a faster route to reliable research and evidence-backed information
  • Outcome-led — stronger content, better decisions, more credible research outputs
  • AI innovation — smarter AI-assisted workflows framed around a practical benefit

Audience exploration covered AI, technology, research, education, and professional-productivity interests, evaluated by downstream action rather than click response alone.

04Execution

The account ran the same observe → diagnose → act → validate loop used on Meta: review hook response, CTR, CPC, conversions, CPA and ROAS; compare creative/audience/delivery patterns; prioritize the stronger creative direction and adjust budget; then validate the next period against the previous baseline. The second reporting period deliberately increased spend to generate more conversion data and test whether performance held at greater delivery.

05Results

Across two weekly reporting periods (13–24 July), TikTok generated 44 tracked conversions and $80 in conversion value from $125.17 in spend — a $2.84 blended cost per conversion and 0.64x blended ROAS.

  • Spend rose 40.4%, but conversions grew 75.0% and conversion value grew 120.0% — volume and value scaled faster than budget
  • Reported cost per conversion improved 20.0%, from $3.25 to $2.60
  • ROAS improved 56.3%, from 0.48x to 0.75x
  • Average value per conversion rose 25.7%, from $1.56 to $1.96

Key Learnings

  • The additional spend in the second period was supported by better unit economics, not just more delivery
  • Creative remains the primary scaling lever — fresh hooks and native pacing outperform extending the life of one ad
  • ROAS is improving but hasn't reached 1.0x break-even yet; TikTok has validated momentum but still needs creative, funnel, and event-quality work before aggressive scaling
  • Conversion reporting should separate trial starts from paid conversions to optimize toward the highest-value action

Next Growth Priorities

  • Create multiple new videos from the best-performing opening hook and structure
  • Match each video's promise to the landing page headline, proof, and CTA
  • Build retargeting pools from engaged viewers and users who started but didn't complete a conversion
  • Scale spend in controlled steps only once CPA and conversion value are stable, working toward 1.0x ROAS as the first milestone

Performance over time

Metric13–17 Jul18–24 JulChange
Ad spend$52.07$73.10+40.4%
Ad clicks317492+55.2%
Impressions17,70726,688+50.7%
CTR1.79%1.84%+0.05pp
Conversions1628+75.0%
Conversion value$25$55+120.0%
Cost / conversion$3.25$2.60-20.0%
ROAS0.48x0.75x+56.3%

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