Produced manually. Not algorithmically generated.
| Subscribers | 14,200 |
| Total views | 1,282,489 |
| Videos published | 151 |
| Median views/video | ~8,500 (estimated) |
| Optimal duration | 3–10 min (long-form) / <60s (Shorts) |
| Posting frequency | ~1 video/day (Mar–Apr 2026) |
| Estimated revenue | $350–550/mo (AdSense + services) |
| Format | Face-cam editorial + screencast |
Core strategy: "Tool A vs Tool B" comparisons with a $20 price anchor, targeting professionals choosing an AI tool.
Replicability: High — clear title patterns, topics driven by AI product launch cycles, simple production.
Based on affiliate revenue ($340/mo), Shorts discovery uplift ($200–400/mo), lead magnet email capture ($300–900/mo), and existing AdSense. Zero additional production hours required for changes #1 and #5.
Pareto concentration: Top 5 videos account for 710,143 views = 55.4% of total with only 3.3% of videos (5/151). Extreme concentration.
Virality ratio: Video #1 (344,904 views) vs. median (~8,500) = 40.6x. A single Short generates more views than the next ~40 videos combined.
| # | Title | Views | Likes | Eng. | Duration | Date |
|---|---|---|---|---|---|---|
| 1 | Get a 10/10 Prompt Every Time: The ChatGPT Prompt Engineering Hack | 344,904 | 12,126 | 3.52% | 57s | Mar 2025 |
| 2 | ChatGPT Plus vs. Free — is it worth the $20 extra? 2026 | 119,303 | 1,503 | 1.26% | 4m 4s | May 2025 |
| 3 | I Spent a Year Testing ChatGPT Plus vs Claude Pro | 106,768 | 2,177 | 2.04% | 8m 50s | Dec 2025 |
| 4 | NotebookLM: 6 Genius Ways I Use It to Save HOURS | 80,104 | 1,715 | 2.14% | 3m 33s | Jun 2025 |
| 5 | I Tested All Claude Plans So You Don't Have To | 59,064 | 1,278 | 2.16% | 9m 27s | Mar 2026 |
Current cadence: Near-daily. 15 videos in 24 days = 0.63 videos/day.
Pivot detected: Channel started in Oct 2023 with generic productivity content. Pivoted to AI tool comparisons in 2025. This pivot coincides with accelerated growth.
Acceleration: From ~2 videos/week (2024) to near-daily (2026). Cadence tripled.
How many of your videos carry 50%+ of your total views? If you don't know your Pareto concentration, you don't know whether your next video should repeat a proven formula or experiment with something new.
[Tool A] vs [Tool B]: Which [value claim] in [year]?
Variants:
"I [Spent/Tested] [effort] [Tool]: Here's What I Found""[Tool]: [N] [adjective] Ways I Use It to Save HOURS""[Tool] [Plan] vs [Plan]: Worth It in [year]?"Top-performing titles name specific tools + include a buying decision ("worth it?", "which one?"). Underperforming titles use vague or abstract language without tension.
| Range | Examples | Avg. Views | Takeaway |
|---|---|---|---|
| <1 min (Shorts) | Prompt hack (57s) | 344,904 | Viral outlier, discovery engine |
| 3–5 min | ChatGPT Plus vs Free, NLM 6 Ways | ~99,700 | Sweet spot: fast + substantial |
| 8–10 min | Claude vs Pro, Claude Plans | ~82,900 | Good performance, high conversion |
This channel's top 5 all use [Tool A] vs [Tool B] + price anchor. But 60% of recent uploads deviate from it. How many of your last 10 titles follow your winning formula? If you don't know with data, you're making title decisions in the dark.
Short (57s — #1, 344K views):
Zero filler = zero drop-off points. This Short is the gold standard for sub-60s content in the AI niche.
Long-form (9m27s — #5, 59K views):
Key retention risk: The 1–8m breakdown is linear (plan by plan). Viewers who only care about one plan may drop at 3–4 min. Timestamps in description would improve retention significantly.
Retention analysis based on 2 transcripts and engagement patterns. Actual Analytics retention curves not available (public data only).
Voice: Real, native English (Irish accent). No TTS artifacts. Clean, professional.
On-camera: Yes — creator appears on camera, mixed with screen recordings.
Style: Tutorial-comparative. Friendly but informed. Factual, not motivational.
4-act format across long-form content:
Differentiation assessment: The narrative voice is competent but replicable. The real moat is the creator's personal testing depth ("I spent a year..."), not the production quality. Competitors who test tools equally thoroughly can match this style. The defense is to go deeper on tests, not broader on topics.
Revenue estimates based on public CPM benchmarks for the AI/Tech niche, not actual channel data.
Your only Short has more views than your next 40 videos combined. Most creators treat Shorts as throwaway content. For your channel, a single well-crafted Short is worth a month of long-form uploads in pure discovery.
Your worst-performing titles share one trait: they describe what the video IS instead of what the viewer GETS. "When to Use AI" (1.9K views) vs. "Is ChatGPT Plus Worth $20?" (119K views). Same creator, same quality, same niche. The only difference is 7 words in the title.
You compare $20/month tools in 8 of your top 20 videos — without a single affiliate link. Your existing content is already doing the selling. You're just not collecting the commission. At your view volume, that's $340/month sitting in someone else's pocket.
This creator didn't know about the $340/month gap until we found it.
Every channel has gaps like this. Most creators never discover theirs.
Three channels in the same niche (AI tool reviews, English-speaking, comparable or larger size) benchmarked against @aiproductivitycoach:
| Metric | Your Channel | Comp. A | Comp. B | Comp. C |
|---|---|---|---|---|
| Subscribers | 14.2K | ~45K | ~28K | ~12K |
| Videos | 151 | ~320 | ~95 | ~80 |
| Top video views | 344K | ~520K | ~180K | ~95K |
| Virality ratio | 40.6x | ~15x | ~22x | ~18x |
| Shorts usage | <5% | ~30% | ~40% | 0% |
| Affiliate links | No | Yes (all) | Yes (some) | No |
| Paid products | Newsletter | Course + templates | Community | Coaching |
Competitor data anonymized. Based on public metrics as of April 2026.
Activate affiliate links in top 5 videos • Effort: LOW • This week
Top 5 videos (710K views) compare $20/mo tools WITHOUT affiliate links. Adding links to existing descriptions = immediate revenue. No new content required.
Create a downloadable lead magnet • Effort: MEDIUM • 2 weeks
An "AI Tool Decision Matrix" PDF as a free download would capture emails at scale. At 42K views/mo with 3% conversion = 1,280 emails/mo. That list is worth 10x the channel's AdSense.
Launch a Shorts series (3x/week) • Effort: MEDIUM • Ongoing
The only mega-hit (344K, 3.5% engagement) is a Short. A dedicated "AI Tool in 60 Seconds" series would multiply discovery. Shorts as top-of-funnel → long-form as conversion → newsletter as retention.
Add timestamps to all long-form videos • Effort: LOW • This week
Long-form comparison videos cover multiple tools sequentially. Viewers who only care about one tool drop off at 3–4 min. Chapter timestamps let viewers jump to their section, improving retention and watch time — both of which feed the algorithm.
Replicate the viral title formula deliberately • Effort: LOW • Next upload
The top 5 videos all follow [Tool A] vs [Tool B] + price anchor + year. But 60%+ of recent uploads deviate from this formula. Applying it consistently removes the #1 reason videos underperform: vague titles with no tension.
| Dimension | Your Channel | Similar Channels 10K–25K subs, same niche | Top 10% same niche |
|---|---|---|---|
| Traction | 6/10 | 5/10 | 8/10 |
| Formula | 8/10 | 6/10 | 9/10 |
| Retention | 6/10 | 6/10 | 8/10 |
| Narrative | 5/10 | 5/10 | 8/10 |
| Monetization | 4/10 | 6/10 | 8/10 |
| Total | 29/50 | 28/50 | 41/50 |
The difference between 29 and 38 is 2 structural changes. Your formula score (8/10) already beats most channels your size. The bottleneck isn't your content — it's your monetization infrastructure (4/10). That's the easiest dimension to fix and the one with the highest dollar-per-hour return.
| Before | After changes #1 + #5 | Revenue impact | |
|---|---|---|---|
| Monetization | 4/10 | 8/10 | +$540–740/mo |
| Formula | 8/10 | 9/10 | +$310–660/mo |
| Total | 29/50 | 35/50 | +$850–1,400/mo |
This channel has a proven formula (8/10) and a viral ceiling that most creators at 14K subs never reach (40.6x ratio). The bottleneck isn't talent. It's infrastructure. Two changes. No new content. $850–1,400/month added within 60 days.
Everything you just read — but about your channel, your niche, your data.
| Pareto traction analysis | Which of YOUR videos carry the weight — and why |
| Your winning title formula | Extracted from your own top performers, not generic templates |
| Retention breakdown | Where YOUR viewers drop off, second by second |
| Revenue gap calculation | The specific dollar amount you're leaving on the table |
| Competitor benchmarking | 3 channels in your niche, 5–10x your size, compared against yours |
| Channel scorecard | Your score in 5 dimensions vs. niche average vs. top 10% |
| 3–5 prioritized actions | Ranked by impact/effort, specific to your situation |
| Personal video walkthrough | 10–15 min screen recording explaining every finding |
This channel's face-cam thumbnails generate an estimated 2.3x higher CTR than its tool-screenshot thumbnails. But the 3 most recent uploads use a hybrid format that underperforms both. The specific element causing the drop is the background gradient combined with small text overlays that become illegible on mobile...
Video #2 (119K views) has a slow decay rate — it's still getting 400+ views/day 11 months after publishing. That's a compounding asset. Video #4 (80K views) stopped distributing after 3 weeks. Same creator, same quality — the difference is in the search intent of the title...
Based on this channel's winning formula, optimal duration sweet spot (3-5 min), and the 4 comparison topics that competitors haven't covered yet in 2026. Week 1: [Tool] vs [Tool] at the $20 tier. Week 2: Short series extracting the hook from...
Imagine reading this same document —
but with your channel name in the header.
Your videos in the Top 10 table. Your revenue gap calculated. Your 3 actions ranked by impact.
That's what we deliver in 48 hours.
100% money-back guarantee if you don't find at least 3 insights you hadn't considered.