Proof

Real feeds. Real changes.
Real fast.

Feed transformations from recent clients, broken down by platform and package, plus screen recordings so you can see it rather than take my word for it.

Hundreds
of feeds retrained, one at a time
3–7 days
until clients report visible changes
30 days
of tuning on every package, no extra cost
1 per day
new clients, so each feed gets full attention
Case studies

Before and after, in detail.

What the feed looked like, what it looks like now, and exactly what I did in between.

TikTok: ragebait removal

Calm Scroll
Platform: TikTok  ·  Timeline: 4 days to see changes, 14 days for the full shift

Before

  • Political debate clips (about 40% of the For You page)
  • Outrage commentary and reaction videos
  • Clickbait prank content
  • Inflammatory takes on current events
  • Doom-scroll sessions running 45+ minutes

After

  • Cooking and recipe tutorials
  • Nature and travel content
  • Calm, long-form educational content
  • Music and art creation
  • Average session down to about 20 minutes

What I did

  1. Mapped every engagement signal driving the ragebait
  2. Identified 47 content clusters feeding inflammatory content
  3. Systematically hid, marked not-interested and unfollowed the toxic sources
  4. Built positive signal loops around the client’s actual interests
  5. Monitored and adjusted over a 14-day window
“I didn’t realize how much rage-bait I was eating every morning until it was gone. I sleep better.”Devon W.

YouTube: child-safety cleanup

KidSafe Feed
Platform: YouTube  ·  Timeline: 5 days to see changes, 21 days for the full lockdown

Before

  • Violent gaming clips and edgy memes
  • Age-inappropriate commentary channels
  • Conspiracy-adjacent content
  • Autoplay leading to increasingly extreme content
  • No parent-friendly educational content surfacing

After

  • Science experiment channels (Mark Rober, Veritasium)
  • Animation and digital art tutorials
  • Educational content matched to grade level
  • Creative project walkthroughs
  • Autoplay stays within safe content clusters

What I did

  1. Audited watch history and identified the harmful recommendation chains
  2. Cleared negative signal clusters from the algorithm’s model
  3. Built a fresh interest graph around parent-approved categories
  4. Trained engagement patterns to reinforce the educational clusters
  5. Set up content gates and wrote the parent handoff guide
“Our 11-year-old’s feed went from edgelord pranks to science demos and animation tutorials. Worth every cent.”James & Priya

Instagram: niche content unlock

Niche Creator Boost
Platform: Instagram  ·  Timeline: 3 days to see changes, 10 days for the full shift

Before

  • Generic mainstream fitness influencers
  • Supplement ads and unrealistic physiques
  • Clickbait transformation posts
  • Drama and callout content
  • The same recycled viral content everyone sees

After

  • Evidence-based strength training
  • Physical therapy and mobility content
  • Sports nutrition from actual dietitians
  • Recovery and sleep optimization
  • Niche creators under 50K followers surfacing consistently

What I did

  1. Separated what the client wanted from what the algorithm was serving
  2. Mapped the niche creator clusters the algorithm was burying
  3. Engaged strategically with the target creator accounts
  4. Deprioritized mainstream viral content signals
  5. Fine-tuned over 10 days until Explore reflected real interests
“My Explore page went from generic fitness influencers to actual sports science and mobility work. Completely different experience.”Alex M.

Full Account Rebrand: post-breakup reset

Full Account Rebrand
Platform: TikTok & Instagram  ·  Timeline: 7 days for the initial shift, 30 days for the complete rebrand

Before

  • Toxic relationship-advice content (60%+ of both feeds)
  • Sad, emotional music and quote posts
  • Revenge and drama content
  • Algorithm stuck in an emotional-pain loop
  • Every recommendation reinforcing the same state

After

  • Travel photography and destination guides
  • Cooking tutorials and meal prep
  • Fitness routines and outdoor activities
  • Comedy and lighthearted entertainment
  • Both feeds independently tuned to a new interest graph

What I did

  1. Full audit of both accounts’ algorithmic profiles
  2. Identified and neutralized every toxic relationship-content signal
  3. Built entirely new interest graphs from scratch on both platforms
  4. Cross-platform consistency check to prevent signal leakage
  5. Active management for 30 days with weekly check-ins
“After a bad breakup my entire feed was toxic relationship content. Daniel completely reset both accounts. Now it’s travel, cooking and fitness.”Sarah K.
Video proof

See it for yourself.

Screen recordings of feeds mid-retrain. Tap to play; sound is off by default.

Calm ScrollReal feed transformation, before and after
KidSafe FeedLive algorithm retraining results
Niche Creator BoostNiche content unlock in action
Client reviews

What clients say.

★★★★★Feed shifted in 3 days
“Three days in and my For You page went from political arguments to miniature painting and bonsai content. I actually enjoy opening the app again.”
Maya R.TikTok · Niche Creator Boost
★★★★★Child-safe in 5 days
“Our 11-year-old’s YouTube went from edgelord pranks to science demos and animation tutorials. We can finally let him browse without hovering.”
James & PriyaParents · KidSafe Feed
★★★★★Ragebait gone in 4 days
“I didn’t realize how much rage-bait I was consuming every morning until it was gone. My screen time is down 40%.”
Devon W.Instagram · Calm Scroll
★★★★★Filtered in 4 days
“I wanted tech content without culture war stuff. He filtered out political channels without touching my actual interests. Surgically precise.”
Marcus T.YouTube · Ideology Filter
★★★★★Transformed in 6 days
“My Facebook feed was 90% outrage posts from groups I didn’t even join. Now it’s garden photos and recipes from people I actually know.”
Linda C.Facebook · Calm Scroll
★★★★★Safe in 7 days
“We were terrified of what our 9-year-old was being served on YouTube. Within a week it was all science experiments and art videos. Game changer for our family.”
Tom & Rachel S.YouTube · KidSafe Feed

Names shortened for privacy.

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