3Aflow
Your CI pipeline, working for you — not against you.
3Aflow automatically analyzes every failure, delivers a precise fix, and learns from
every outcome — so your team ships faster and never loses momentum to CI noise.
Built for software teams who are tired of losing hours to failures they’ve
seen a hundred times before.
SAVED PER FAILURE
ON KNOWN FAILURES
VERIFIED DIAGNOSES
INFRA CHANGES NEEDED
THE PROBLEM
CI failures are costing you more than you think
typical for a 30-dev / 30-repo team at 20% failure rate
per failure — reading logs, searching for root cause, testing a fix
to CI triage — the equivalent of nearly 5 full-time engineers
WHAT 3AFLOW DELIVERS
Four capabilities.One seamless experience.
The moment a build or test fails, 3Aflow delivers a precise, verified root-cause diagnosis — pinpointing the exact location in your codebase, not a generic error message. Developers get answers in seconds, not minutes.
- ✓ Build failures and failing test suites — both covered
- ✓ Every diagnosis verified against your actual source code
- ✓ Works across JavaScript, TypeScript, Python, Java, .NET, and more
- ✓ Confidence score on every result — no blind guesses
3Aflow gets smarter every day your team uses it. Recurring failure patterns are recognized and resolved instantly — with no additional work from your team. The system builds organisational memory that compounds over time.
- ✓ Recurring failures resolved in milliseconds
- ✓ Knowledge accumulates automatically — no manual curation
- ✓ New team members benefit from fixes your seniors already solved
- ✓ Savings accelerate the longer you use it
3Aflow plugs directly into GitHub Actions. No pipeline rewrites, no new toolchains, no professional services engagement. A single webhook connection is all it takes to start seeing value — in under 30 minutes.
- ✓ Connects via GitHub webhook — nothing else to install
- ✓ Works with your existing CI workflows unchanged
- ✓ On-premises deployment available for regulated environments
- ✓ Single-command Docker deployment for full data sovereignty
3Aflow gets smarter every day your team uses it. Recurring failure patterns are recognized and resolved instantly — with no additional work from your team. The system builds organisational memory that compounds over time.
- ✓ Actionable fix suggestions, not vague advice
- ✓ Tracks real-world outcomes for every recommendation
- ✓ Automatically improves accuracy over time
- ✓ Roadmap: auto-opens pull requests with the fix applied
CORE INTELLIGENCE
Two engines that compound in value every day
your team doesn't have to Every failure 3Aflow resolves becomes a permanent asset for your organisation.
A failure your team has seen before is answered the moment it occurs — no delay, no cost.
Savings accelerate month over month as the system learns more patterns from your environment.
When experienced engineers leave, their diagnostic knowledge stays — encoded in 3Aflow.
No rules to write, no categories to manage. The system curates itself.
3Aflow closes the feedback loop — tracking whether its recommendations actually work.
Every suggestion is verified against your real codebase. No hallucinations, no generic advice.
When a fix doesn't hold, 3Aflow learns from it automatically and improves its next suggestion.
Every recommendation carries a confidence rating — your team always knows how certain the answer is.
3Aflow will automatically open a PR with the fix applied — a true hands-free resolution experience.
CORE INTELLIGENCE
Two engines that compound in value every day
Unlike one-off AI tools, 3Aflow’s intelligence grows with your organisation. The more failures
it sees, the more powerful — and cost-effective — it becomes.
3Aflow Analytics · All Repositories · Last 12 months
ENGINEERING HOURS RECOVERED
FAILURES RESOLVED INSTANTLY
INSTANT RESOLUTION RATE
HIGH-CONFIDENCE FIXES
PATTERNS LEARNED
CI RUNS COVERED
HOURS RECOVERED PER MONTH — ACCELERATING AS INTELLIGENCE GROWS
Per-repository breakdowns
See exactly which services are generating CI noise and focus optimisation where it matters most
Fix quality ratings
Confidence scoring on every recommendation — leadership sees real accuracy, not marketing claims
Accelerating savings curve
Visual proof that 3Aflow delivers more value every month — perfect for ROI reviews and renewals
Complete audit trail
Every decision logged and accessible — full accountability across every repository and every run
RETURN ON INVESTMENT
30developers · 30repos · 12 months
ENGINEERING HOURS RECOVERED
FAILURES RESOLVED INSTANTLY
INSTANT RESOLUTION RATE
HIGH-CONFIDENCE FIXES
PATTERNS LEARNED
CI RUNS COVERED
WHY 3AFLOW
Different by design.Proven in practice.
Verified, Not Hallucinated
Every diagnosis is checked against your actual code. Developers receive precise, codebase-specific answers — not generic suggestions that require more investigation.
Organisational Memory
Your failure history becomes a permanent company asset. Junior developers benefit instantly from patterns that senior engineers spent years learning — and that expertise never leaves with them.
Data Sovereignty Options
Full on-premises deployment available for securitysensitive environments. Your codebase and failure data never leave your infrastructure — essential for regulated industries
Quantifiable ROI
Unlike vague "AI productivity" tools, 3Aflow measures every hour and dollar saved in real time. The dashboard gives leadership a defensible, auditable business case.
Works With What You Have
Integrates directly with GitHub Actions via a simple webhook connection. No vendor lock-in, no migration, no rip-and-replace. You're up and running before your next standup.
Gets Better Every Day
Unlike static tools, 3Aflow's intelligence compounds. Month 12 delivers 6× more value per failure than Month 1 — the ROI story only gets stronger over time.