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user-story · LOGIN-204.md
// User Story
As a user, I want to log in
so I can access my dashboard.
// Acceptance Criteria
⚠ Missing edge case: lockout
⚠ Vague: "fast performance"
Thumba scan · 21 checks
Clarity
Testability!
Edge cases×
Acceptance criteria!
3 issues fixed · ready for sprint
Scan your user story
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By the numbers

Why Teams Choose Thumba

The measurable impact of AI across the software lifecycle.

Advisors and Partners

Testhouse QA Wizard Spike AI on Cloud Hive
Testimonials

Do not take our word for it

Real teams. Real backlogs. Real Friday afternoons saved.

"
Thumba has significantly improved the way we translate high-level requirements into clear, actionable user stories, acceptance criteria, and test cases. What's been especially valuable is the ability to identify gaps early - before development even begins - which has kept our projects on track. We were at risk of missing key milestones, for one of our largest initiatives, due to timing and resource constraints.

However, in less than 1 hour, using Thumba, 30+ user stories were scanned for gaps and generated over 50 detailed test cases - along with preconditions, test steps, test data, and expected results for each. That acceleration not only saved 40 hours on a single project but allowed us to move forward with greater confidence and maintain delivery momentum.
Zhila GarzaIT solutions Manager, Communities Foundation of Texas
📄 Free case study

How a $1.5B real estate leader saved $65,000 — in less than 5 minutes with Thumba

A US-based real-estate firm — 8,000 employees, a 6-month delayed release, 30% over budget, 40% defect slippage. Thumba scanned 155 user stories, found 90% had gaps, and rewrote the path to go-live. Read what changed.

  • The 3-stage approach: retrospective, ongoing, future release
  • $65,000 saved · 80 hours of rework avoided
  • How QA hit 80% coverage on test-cases Thumba generated
We will only email you the study + occasional product updates. Unsubscribe anytime. We do not sell your data.
How Thumba works

One context. Every stage.

Thumba carries the requirement through six stages — nothing gets lost in handoff, no one re-explains the brief.

Thumba – on your pipeline
Every step carries the same context.
End-to-end
Core features

Pick your role. See your outcome.

Agentic capabilities

Two clicks. Thumba does the rest.

Connect Jira or Azure DevOps. Pick a project. Thumba fetches, scans, fixes, and pushes back — directly inside the tool your team already uses.

Live agent · auto-stepping
Thumba vs Gen AI tools

A purpose-built engine — not a clever prompt.

Generic models are great at writing poems. They are not great at running an enterprise backlog.

#
Feature
Thumba
Other / generic AI models
01
Accuracy and coverage
85% and above
~ 40–70%
02
Consistency & scalability
95% (± 5%) · enterprise adaptive scaling
User-dependent · variable output · non-scalable
03
Industry best standards
Built-in standards for all generation & scanning
Depends on prompt quality & user knowledge
04
Data usage and privacy
Zero data storage · no user data used for training
Varies by model and provider
05
Product support
Agile · highly personalised · human-in-the-loop
Large · mostly self-managed

Benchmarks reflect Thumba's enterprise-grade configuration across pilot customers. Generic AI ranges are observed industry estimates.

Integrations

Works where your team already works

No new tools to learn. No migration. Just Thumba plugged into your existing stack.


Jira
Issue tracking & sprints
Two-way sync
Azure DevOps
End-to-end delivery
Two-way sync
Zephyr
Test management for Jira
Two-way sync
Xray
Test management for Jira
Two-way sync
Visio
Workflow diagrams
Two-way sync
Excel
Spreadsheets & test data
Two-way sync
Confluence
Shared team knowledge base
Two-way sync
Copilot
AI-powered delivery assistant
Agentic via MCP
Claude
⁠End-to-end delivery quality, in plain English
Agentic via MCP
Azure Marketplace
Subscribe, bill and manage via Azure
Native integration
Two-way sync. Set up in minutes.
Live demo

Want to see it on your actual backlog?

Book 20 minutes with us. We will run Thumba on your real user stories — live, in front of you.

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FAQ

Questions we get asked before the first scan

Straight answers. No jargon.

Browse the full FAQ library