Original data / Updated October 21, 2026
The most common SaaS complaint keywords
The classifier keywords that recur most across validated gaps, a frequency map of what broken software looks like in 2026. Computed from 1,267 validated gaps and 1,297 underlying complaints.
- Corpus
- 1,267
- Top keyword
- "developer tools"
| # | Keyword | Gaps |
|---|---|---|
| 1 | developer tools | 45 |
| 2 | ai cli tools | 19 |
| 3 | no-code automation | 12 |
| 4 | automation | 11 |
| 5 | ai agent orchestration | 10 |
| 6 | developer productivity | 10 |
| 7 | ci/cd | 9 |
| 8 | agent orchestration | 8 |
| 9 | ai agent reliability | 8 |
| 10 | analytics | 8 |
| 11 | devops automation | 8 |
| 12 | github actions | 8 |
| 13 | small business accounting | 8 |
| 14 | ai agent security | 7 |
| 15 | ai code generation | 7 |
| 16 | ai code review | 7 |
| 17 | ai development tools | 7 |
| 18 | developer productivity ai | 7 |
| 19 | accounting software | 6 |
| 20 | compliance | 6 |
| 21 | etsy seller tools | 6 |
| 22 | excel automation | 6 |
| 23 | ai agent debugging | 5 |
| 24 | ai code quality | 5 |
| 25 | ai workflow automation | 5 |
| 26 | chargeback prevention | 5 |
| 27 | developer productivity tools | 5 |
| 28 | e-commerce fraud detection | 5 |
| 29 | hotlink protection | 5 |
| 30 | llm code review | 5 |
Method: keywords are assigned per gap by the classifier and counted once per gap. They describe the problem space, so recurring keywords are the themes demand clusters around.
Cite this data
Free to quote, chart and republish with attribution. Suggested citation:
Most common SaaS complaint keywords. DDMarketer analysis of 1,267 validated SaaS complaints. https://www.ddmarketer.com/stats/most-common-keywords
Numbers recompute hourly from the live corpus, so cite the access date. How every figure is produced: methodology.
Explore the corpus behind these numbers
Browse every validated gap by category · App ideas mined from the same complaints · State of SaaS gaps report