Insights
Where tools cluster across the lifecycle, and how much vendors say about themselves. Counts cover the tools in the census, not the model providers.
Coverage by phase and segment
Each cell counts tools that cover a phase at all, not only those whose main phase it is, so a full-lifecycle platform appears in every phase it spans.
Plan and specify
Design and architecture
Write code
Code review
Test and QA
Security
CI/CD and release
Deploy and infrastructure
Operate
Maintain and modernize
Code understanding and knowledge
Engineering intelligence
Developer portals and platform
Full-lifecycle platform
3
1
4
4
4
2
2
4
2
2
4
0
0
Multi-phase
11
9
39
34
21
20
9
16
14
21
24
6
6
Point tool
5
2
15
3
13
8
0
1
8
0
3
6
1
Agent infrastructure
0
0
10
0
4
0
0
1
2
0
2
0
1
039tools per cell. Use the Table view for exact values.
Most and least crowded phases
Write code has the most tools (45). Developer portals and platform has the fewest (4). Each tool counts once, under its primary phase.
- Write code45 tools
- Security18 tools
- Test and QA17 tools
- Operate14 tools
- Code review13 tools
- Plan and specify12 tools
- Code understanding and knowledge10 tools
- Design and architecture8 tools
- Maintain and modernize7 tools
- Engineering intelligence7 tools
- Deploy and infrastructure6 tools
- CI/CD and release5 tools
- Developer portals and platform4 tools
What vendors publish
Go-to-market partners are published for few tools. Treat thin fields as a floor, not a census.
- One-line claim179 of 179
- Target buyer176 of 179
- Interface175 of 179
- Pricing model111 of 179
- Entry price82 of 179
- Named customers76 of 179
- Autonomy69 of 179
- Last round69 of 179
- Deployment67 of 179
- Compliance65 of 179
- Traction43 of 179
- Models25 of 179
- Go-to-market partners22 of 179
- Open source20 of 179
- Founded19 of 179
- Funding total7 of 179
- Headquarters4 of 179
- Headcount0 of 179