144
AI tools mapped across 17 stages of the software lifecycle
AIM Research, Oct 2026AIM RESEARCH · LANDSCAPE · NOVEMBER 2026
Mapping AI across the software development lifecycle 2026
Where agents now do the work, and where humans still lead. We placed 144 AI tools across 17 stages of software development, from the issue tracker to incident response, and marked the decisions that still sit with people.
THE SHIFT BEHIND THE MAP
90%
of developers use a coding agent every week, and 68% use one daily
JetBrains Research, May–Jul 202638.6%
name a terminal agent as their main AI coding tool, up from 21.3% in January
First Page Sage, Oct 202677%
of developers use one of the four largest tools, up from 71.2% in January
First Page Sage, Oct 2026WHERE HUMANS STILL LEAD
Five decisions still sit with people
Agents now work in most stages of the lifecycle. These are the points on the map where a person still makes the call.
Decide what ships
Feature flags · CI/CD
Release timing and audience stay a human call, even where pipelines run themselves.
See it on the mapApprove merges
Commit & review code
Agents review every pull request, and a person still signs off the merge.
See it on the mapHold incident command
Incident response
AI SRE agents triage and investigate, while people lead the response.
See it on the mapSet priorities
Issue tracker
Agents now pick up tickets, and humans decide which ones matter.
See it on the mapSet direction and guardrails
Write & maintain code
Engineers define what agents build and the limits they work within.
See it on the mapEXPLORE THE MAP
Every tool, by stage and by how much it does on its own
Filter by section or column, or search for a tool. Hover a tool for its stage, column and any change of ownership.
Showing 144 tools
Stage
Incumbents
Established platforms, now shipping AI features of their own
Challengers
AI-native tools, with a person still steering
Agents
Tools that take a task and finish it on their own
Observability10 tools
Splunk→ CiscoDatadogDynatraceNew Relic
GrafanaHoneycombCriblDash0FiddlerArize
—
OBSERVABILITY10 tools
Incumbents
Established platforms, now shipping AI features of their own
Splunk→ CiscoDatadogDynatraceNew Relic
Challengers
AI-native tools, with a person still steering
GrafanaHoneycombCriblDash0FiddlerArize
Agents
Tools that take a task and finish it on their own
—
Incident response10 tools
PagerDutyServiceNow
incident.ioRootlyFireHydrant
Resolve AIClericTraversalNeuBirdDatadog Bits AI SRE
Humans hold incident commandINCIDENT RESPONSE10 tools
Incumbents
Established platforms, now shipping AI features of their own
PagerDutyServiceNow
Challengers
AI-native tools, with a person still steering
incident.ioRootlyFireHydrant
Agents
Tools that take a task and finish it on their own
Resolve AIClericTraversalNeuBirdDatadog Bits AI SRE
Humans hold incident commandCloud cost management4 tools
CloudHealth→ BroadcomSpot→ Flexera
InfracostVantage
—
CLOUD COST MANAGEMENT4 tools
Incumbents
Established platforms, now shipping AI features of their own
CloudHealth→ BroadcomSpot→ Flexera
Challengers
AI-native tools, with a person still steering
InfracostVantage
Agents
Tools that take a task and finish it on their own
—
Host13 tools
AWSGoogle CloudMicrosoft AzureTerraform→ IBM
VercelNetlifyCloudflareRenderRailwayFly.ioSupabasePulumi
Pulumi Neo
HOST13 tools
Incumbents
Established platforms, now shipping AI features of their own
AWSGoogle CloudMicrosoft AzureTerraform→ IBM
Challengers
AI-native tools, with a person still steering
VercelNetlifyCloudflareRenderRailwayFly.ioSupabasePulumi
Agents
Tools that take a task and finish it on their own
Pulumi Neo
Feature flags6 tools
LaunchDarklyOptimizelyHarness FMEex-Split
Statsig→ OpenAIEppo→ DatadogPostHog
—
Humans decide what ships, when and to whomFEATURE FLAGS6 tools
Incumbents
Established platforms, now shipping AI features of their own
LaunchDarklyOptimizelyHarness FMEex-Split
Challengers
AI-native tools, with a person still steering
Statsig→ OpenAIEppo→ DatadogPostHog
Agents
Tools that take a task and finish it on their own
—
Humans decide what ships, when and to whomCI/CD6 tools
JenkinsCircleCIGitHub ActionsGitLab
HarnessBuildkite
—
Humans decide what ships, when and to whomCI/CD6 tools
Incumbents
Established platforms, now shipping AI features of their own
JenkinsCircleCIGitHub ActionsGitLab
Challengers
AI-native tools, with a person still steering
HarnessBuildkite
Agents
Tools that take a task and finish it on their own
—
Humans decide what ships, when and to whomCommit & review code10 tools
GitHubGitLab DuoSonarQube
CodeRabbitGreptileGraphite→ CursorQodo
Claude Code ReviewCursor BugbotCodex code review
Humans approve mergesCOMMIT & REVIEW CODE10 tools
Incumbents
Established platforms, now shipping AI features of their own
GitHubGitLab DuoSonarQube
Challengers
AI-native tools, with a person still steering
CodeRabbitGreptileGraphite→ CursorQodo
Agents
Tools that take a task and finish it on their own
Claude Code ReviewCursor BugbotCodex code review
Humans approve mergesTest & QA8 tools
BrowserStackSauce LabsTricentis
MomenticMeticulousmabl
QA WolfTestSprite
TEST & QA8 tools
Incumbents
Established platforms, now shipping AI features of their own
BrowserStackSauce LabsTricentis
Challengers
AI-native tools, with a person still steering
MomenticMeticulousmabl
Agents
Tools that take a task and finish it on their own
QA WolfTestSprite
Security9 tools
SnykCheckmarxVeracodeGitHub Advanced Security
SemgrepSocketEndor Labs
Claude SecurityZeroPath
SECURITY9 tools
Incumbents
Established platforms, now shipping AI features of their own
SnykCheckmarxVeracodeGitHub Advanced Security
Challengers
AI-native tools, with a person still steering
SemgrepSocketEndor Labs
Agents
Tools that take a task and finish it on their own
Claude SecurityZeroPath
Debug & get help7 tools
Stack OverflowChrome DevToolsSentry
ChatGPTClaudeGemini
Sentry Seer
DEBUG & GET HELP7 tools
Incumbents
Established platforms, now shipping AI features of their own
Stack OverflowChrome DevToolsSentry
Challengers
AI-native tools, with a person still steering
ChatGPTClaudeGemini
Agents
Tools that take a task and finish it on their own
Sentry Seer
Write docs6 tools
ConfluenceReadMeGitBook
MintlifySwimm
DeepWiki
WRITE DOCS6 tools
Incumbents
Established platforms, now shipping AI features of their own
ConfluenceReadMeGitBook
Challengers
AI-native tools, with a person still steering
MintlifySwimm
Agents
Tools that take a task and finish it on their own
DeepWiki
Write & maintain code15 tools
—
COPILOTS
GitHub CopilotJetBrains AIAmazon Q DeveloperGemini Code AssistTabnineAugment CodeClineQodoex-CodiumAI
AGENTS
Claude CodeOpenAI CodexCopilot coding agentDevinFactoryAmpOpenCode
Humans set direction and the guardrails agents work withinWRITE & MAINTAIN CODE15 tools
Incumbents
Established platforms, now shipping AI features of their own
—
Challengers
AI-native tools, with a person still steering
COPILOTS
GitHub CopilotJetBrains AIAmazon Q DeveloperGemini Code AssistTabnineAugment CodeClineQodoex-CodiumAI
Agents
Tools that take a task and finish it on their own
AGENTS
Claude CodeOpenAI CodexCopilot coding agentDevinFactoryAmpOpenCode
Humans set direction and the guardrails agents work withinBuild apps from prompts6 tools
Figma Make
LovableBoltv0 by VercelBase44→ Wix
Replit Agent
BUILD APPS FROM PROMPTS6 tools
Incumbents
Established platforms, now shipping AI features of their own
Figma Make
Challengers
AI-native tools, with a person still steering
LovableBoltv0 by VercelBase44→ Wix
Agents
Tools that take a task and finish it on their own
Replit Agent
Developer portal & sandboxes9 tools
BackstageGitHub CodespacesDocker
CortexCoderDaytonaE2BModalOna→ OpenAIex-Gitpod
—
DEVELOPER PORTAL & SANDBOXES9 tools
Incumbents
Established platforms, now shipping AI features of their own
BackstageGitHub CodespacesDocker
Challengers
AI-native tools, with a person still steering
CortexCoderDaytonaE2BModalOna→ OpenAIex-Gitpod
Agents
Tools that take a task and finish it on their own
—
IDEs & environment9 tools
VS CodeVisual StudioJetBrainsXcodeEclipse
Cursor→ SpaceXDevin Desktopex-WindsurfGoogle AntigravityKiro
—
IDES & ENVIRONMENT9 tools
Incumbents
Established platforms, now shipping AI features of their own
VS CodeVisual StudioJetBrainsXcodeEclipse
Challengers
AI-native tools, with a person still steering
Cursor→ SpaceXDevin Desktopex-WindsurfGoogle AntigravityKiro
Agents
Tools that take a task and finish it on their own
—
Terminal9 tools
TerminaliTerm2Windows Terminal
Warp
Claude CodeCodex CLIGemini CLICopilot CLIOpenCode
TERMINAL9 tools
Incumbents
Established platforms, now shipping AI features of their own
TerminaliTerm2Windows Terminal
Challengers
AI-native tools, with a person still steering
Warp
Agents
Tools that take a task and finish it on their own
Claude CodeCodex CLIGemini CLICopilot CLIOpenCode
Issue tracker7 tools
JiraAsanaGitHub IssuesClickUp
Linear
Asana AI TeammatesClickUp Super Agents
Humans set prioritiesISSUE TRACKER7 tools
Incumbents
Established platforms, now shipping AI features of their own
JiraAsanaGitHub IssuesClickUp
Challengers
AI-native tools, with a person still steering
Linear
Agents
Tools that take a task and finish it on their own
Asana AI TeammatesClickUp Super Agents
Humans set prioritiesHumans→ OpenAI acquired byex-Gitpod renamed
Shared plumbing across every stage: MCP · AGENTS.md · Agent Client ProtocolTHE DEALS BEHIND THE NAMES
Many of these tools now sit inside larger companies
Cursor
$60B all-stock deal
Ona
Formerly Gitpod, runs Codex agents
Windsurf
Now Devin Desktop
Statsig
$1.1B
Graphite
Code review and stacked PRs
Eppo
$220M
Base44
Prompt-to-app builder
HashiCorp
Maker of Terraform
Splunk
Part of Cisco
Split
Now Harness FME
Spot
From NetApp
CloudHealth
With VMware
Incumbents are established platforms that now ship AI features of their own. Challengers are AI-native tools built around a person who still steers. Agents take a task and finish it on their own, with a person reviewing the result.
RESEARCH & ADVISORY
Talk to AIM Research about your AI engineering stack
AIM Research evaluates AI, data and cloud vendors for enterprise buyers through the PeMa Quadrant, published since 2018, and helps teams shortlist the tools that fit.
