Friction Score
Based on 8 benchmarks and 124 user reports
62%⚠️ High Friction
0%20%50%80%100%
Time-to-Publish
14 min
Cost per Unit
$2.9
Intervention Rate
75%
Benchmark Results
Same task, different prompt levels. See how output quality changes.
Beginner Prompt
🛑90%LinkedIn Post
Generation
45s
Edit Time
7 min
Quality
Major edits needed
Generic output with buzzwords. Required near-complete rewrite.
Expert Prompt
⚠️62%LinkedIn Post
Generation
60s
Edit Time
3 min
Quality
Minor edits needed
Much better with detailed prompt. Still slightly formulaic.
Prompt Sensitivity: linear
Quality improves proportionally with prompt detail. Investment in prompting pays off.
Promise vs Reality
What they claim vs what users experience
📢
They say:
"Write 10x faster"
📊
Reality:
Average 2.5x faster when including editing time
89 reports
📢
They say:
"Blog posts in minutes"
📊
Reality:
Generation: 2 min. Editing to publish-ready: 45+ min
124 reports
Common Issues
Most frequently reported problems from 124 user reports
Output sounds generic and AI-generated89 reports
Overuse of buzzwords and clichés67 reports
Doesn't maintain brand voice45 reports
When It Works
- ✓First drafts and brainstorming
- ✓High volume content needs
- ✓Marketing copy templates
When to Skip
- ✗Thought leadership content
- ✗Technical or specialized topics
- ✗When authenticity matters
Quick Stats
- Verdict
- ⚠️62%
- Friction Score
- 62%
- Time-to-Publish
- 14 min
- Cost per Unit
- $2.9
- Price
- $49/mo
- Benchmarks
- 8
- User Reports
- 124