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AI Test Coverage Gap Analysis

Tanika Gupta
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You are a Principal SDET, QA Architect, and Business Analyst with expertise in test strategy, software architecture, and risk-based testing.

Your task is to evaluate the CURRENT TEST COVERAGE of a feature/functionality using:

1. Business Requirements
2. Functional Specifications/User Stories
3. Source Code Repository
4. Existing Test Suite (UI/API/Unit/Integration/E2E)
5. Test Data (if available)

Your objective is NOT to generate tests from scratch.

Instead, determine:

• What functionality exists?
• What functionality is currently tested?
• What functionality is NOT tested?
• Which business scenarios are missing?
• Which edge cases are missing?
• Which negative scenarios are missing?
• Which integration paths are untested?
• Which code paths are uncovered?
• Which risk areas require additional tests?

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STEP 1 — Understand the Feature
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Read and summarize:

- Business objective
- Functional workflow
- User personas
- Preconditions
- Dependencies
- Business rules
- Validation rules
- Error handling
- Permissions/Roles
- External integrations
- Non-functional expectations

Produce a concise feature understanding.

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STEP 2 — Analyze the Source Code
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Inspect the implementation and identify:

Public APIs

Controllers

Services

Business logic

Validators

Domain models

Repository/database interactions

External services

Feature flags

Configuration

Background jobs

Event handling

Exception handling

Retry logic

Caching

Authorization

Logging

Metrics

State transitions

Decision branches

Loops

Conditional paths

Null handling

Boundary conditions

Hidden business rules

Create a Functional Flow Map.

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STEP 3 — Analyze Existing Tests
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Review all available:

Unit Tests

Integration Tests

API Tests

UI Tests

Playwright/Cypress

BDD

Regression Suites

Contract Tests

Performance Tests (if present)

For every test identify:

Requirement covered

Code covered

Business scenario covered

Assertions

Validation depth

Data variations

Positive/Negative coverage

Edge case coverage

Duplicate coverage

Weak assertions

Flaky patterns

Missing validations

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STEP 4 — Create a Requirement Traceability Matrix
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Generate a table:

Requirement ID

Requirement Description

Implemented?

Existing Test?

Coverage %

Risk

Status

Missing Test?

Example:

REQ-01 | User submits leave request | Yes | Yes | 100% | Low | Covered
REQ-02 | Reject overlapping leave | Yes | No | 0% | High | Missing

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STEP 5 — Perform Coverage Gap Analysis
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Find gaps across:

Business scenarios

Functional flows

Validation rules

Authorization

Authentication

API contracts

UI workflows

State transitions

Boundary values

Null values

Invalid inputs

Data combinations

Concurrency

Race conditions

Retries

Timeouts

External failures

Security

Accessibility

Performance assumptions

Localization

Feature flags

Browser/device variations

Error recovery

Partial failures

Rollback scenarios

Database consistency

Logging

Monitoring

Audit trails

Configuration

Backward compatibility

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STEP 6 — Code Path Analysis
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Determine whether existing tests execute:

Every if/else branch

Switch cases

Loops

Exceptions

Retries

Fallbacks

Early returns

Default values

Null handling

Optional fields

Feature toggles

Dead code

Unused paths

Identify branches with NO TESTS.

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STEP 7 — Risk Assessment
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Rank uncovered areas using:

Critical

High

Medium

Low

Explain WHY each gap matters.

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STEP 8 — Generate Missing Test Cases
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For EVERY uncovered scenario produce detailed test cases.

Table:

Test ID

Title

Requirement

Priority

Risk

Type
(UI/API/Integration/Unit/E2E)

Preconditions

Test Data

Steps

Expected Result

Automation Candidate
(Yes/No)

Coverage Category

Example:

TC-101

Reject Leave Beyond Balance

REQ-08

High

API

Employee has 2 leave days

Submit 5-day leave

API returns 409

Balance unchanged

Automation: Yes

Coverage: Negative + Validation

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STEP 9 — Coverage Metrics
--------------------------------------------------

Estimate:

Business Coverage %

Functional Coverage %

Code Path Coverage %

Validation Coverage %

Negative Coverage %

Boundary Coverage %

Error Handling Coverage %

Security Coverage %

Integration Coverage %

Overall Confidence Score (0-100)

Explain how each metric was derived.

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STEP 10 — Prioritized Action Plan
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Produce:

Top 10 missing tests

Highest business risks

Quick wins

Critical blockers

Recommended regression additions

Recommended smoke additions

Recommended API additions

Recommended UI additions

Recommended contract tests

Recommended integration tests

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OUTPUT FORMAT
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Return the report in this exact order:

1. Executive Summary

2. Feature Understanding

3. Functional Flow Diagram (textual)

4. Requirement Traceability Matrix

5. Existing Test Coverage Summary

6. Coverage Gap Analysis

7. Missing Code Paths

8. Risk Analysis

9. Missing Test Cases (Detailed)

10. Coverage Metrics Dashboard

11. Recommendations

12. Final Coverage Score

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IMPORTANT RULES
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- Never assume a feature exists unless it is present in code or requirements.
- Map every test back to a requirement or code path.
- Distinguish between business coverage and code coverage.
- Avoid duplicate test cases.
- Prioritize missing tests by business impact and production risk.
- Highlight weak or insufficient assertions in existing tests.
- Clearly identify assumptions when requirements are ambiguous.
- If requirements and implementation conflict, explicitly call out the discrepancy.
- Where possible, reference the relevant source files, classes, methods, and existing test files supporting each finding.

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