All Prompts
40 pushback prompts across 3 categories. Copy, paste, push back.
40 prompts
Blast Radius Analyzer
Maps every system, service, and data store affected by a proposed change to surface hidden risks before writing code.
Build vs. Buy Analysis
Structured comparison of building a capability in-house versus purchasing a vendor solution, covering cost, risk, strategic fit, and total cost of ownership over 3 years.
Implicit Decision Auditor
Surfaces every implicit decision the AI made in generated code — library picks, patterns, error strategies — so you can accept or override them deliberately.
Is This Worth Building?
Systematic evaluation of a feature proposal using RICE scoring, assumption mapping, opportunity cost analysis, and second-order effects.
Performance Regression Scan
Scans generated code for performance regressions — N+1 queries, unnecessary re-renders, memory leaks, and algorithmic complexity.
Prioritization Framework
Runs your backlog through RICE, ICE, and MoSCoW frameworks side by side, surfaces ranking disagreements, and produces a single stack-ranked list with confidence levels.
Question the Ticket
Finds gaps, ambiguities, and unstated assumptions in a ticket before you start implementation.
Security Review
OWASP-aligned security audit of AI-generated code covering injection, auth bypass, secrets exposure, XSS, CSRF, and insecure dependencies.
Accessibility Audit
Checks UI designs and components for WCAG 2.1 AA compliance before implementation.
API Contract Reviewer
Reviews API designs and changes for breaking changes, versioning gaps, and backwards compatibility issues before implementation begins.
API Response Validator
Validates that API responses match their declared contracts, schemas, and types — catching shape mismatches, missing fields, wrong status codes, and undocumented error formats.
CI Pipeline Check
Evaluates whether your CI/CD pipeline will handle a proposed change — new build steps, test requirements, and deployment concerns.
Concurrency Race Detector
Identifies potential race conditions, deadlocks, data races, unsafe shared state, and missing synchronization in AI-generated concurrent or async code.
Data Model Review
Reviews proposed data models for normalization issues, query performance, and future extensibility.
Dead Code Detector
Identifies unreachable code paths, unused imports, dead feature flags, orphaned functions, and redundant branches in AI-generated code so you ship only what executes.
Dependency Risk Audit
Audits proposed changes for dependency risks including new packages, version conflicts, license issues, and supply chain concerns.
Deprecation Planner
Produces a phased deprecation plan for APIs, features, or services including usage analysis, migration paths, communication templates, and rollback criteria.
Documentation Debt Scanner
Finds undocumented public APIs, missing JSDoc/docstrings, outdated comments, misleading parameter descriptions, and documentation gaps in AI-generated code.
Edge Case Sweep
Systematically identifies unhandled edge cases in AI-generated code across null values, concurrency, boundaries, encoding, and partial failures.
Error Handling Strategy
Designs a comprehensive error handling approach before coding begins, covering failure modes, user-facing messages, retry logic, and observability.
Feature Flag Strategy
Designs a feature flag rollout plan including targeting rules, rollout stages, success metrics, kill switch criteria, and cleanup timeline.
Incident Response Playbook
Generates a structured incident response playbook for a service or feature, with escalation paths and communication templates.
Launch Readiness Audit
Pre-launch audit covering infrastructure, monitoring, rollback, security, support readiness, and communications — produces a go/no-go scorecard.
Logging Standards Check
Audits log statements for consistency, structured formatting, appropriate levels, and PII exposure.
Migration Risk Assessment
Evaluates data and schema migration risks including downtime exposure, data integrity threats, and rollback feasibility before you commit to a migration strategy.
Naming Consistency Audit
Checks naming conventions across AI-generated code for inconsistent casing, abbreviation drift, domain term misuse, and style guide violations.
Observability Gap Finder
Identifies missing logging, metrics, traces, alerts, and error classification in AI-generated code so you can debug production issues before they happen.
Performance Budget Check
Sets performance budgets and identifies potential bottlenecks in a proposed change before implementation so performance is designed in, not patched later.
Post-Mortem Facilitator
Structures a blameless post-mortem from incident details, producing a timeline, root cause analysis, contributing factors, and prioritized action items with owners and deadlines.
PRD Critique
Adversarial review of a PRD draft that surfaces missing decisions, vague requirements, untested assumptions, and scope creep risks.
Refactor Opportunity Finder
Spots code smells, DRY violations, extract opportunities, bloated functions, and structural improvements in AI-generated code that would reduce maintenance cost.
Roadmap Sequencing
Analyzes feature dependencies and suggests optimal sequencing for a product roadmap.
Rollback Plan Builder
Creates a concrete rollback and recovery plan for a deployment before you ship, so reverting is a practiced procedure rather than a panicked improvisation.
Scope Boundary Check
Identifies where a proposed change might accidentally expand beyond its intended scope and recommends clear boundaries.
Stakeholder Alignment Check
Surfaces misaligned expectations between stakeholders by mapping each party's goals, assumptions, and success criteria, then highlighting conflicts and proposing resolution paths.
Team Knowledge Check
Identifies knowledge gaps, bus-factor risks, and undocumented tribal knowledge in the areas touched by a proposed change before work begins.
Tech Debt vs. Feature
Evaluates whether to pay down tech debt or build a new feature by quantifying carrying cost, velocity impact, risk exposure, and compounding effects.
Test Coverage Gap Finder
Identifies untested code paths, missing test cases, weak assertions, and coverage blind spots in AI-generated code and its accompanying tests.
Test Plan Generator
Generates a structured test plan with unit, integration, and end-to-end scenarios before you write a single line of implementation code.
Type Safety Audit
Finds type coercion bugs, any-type escapes, unsafe casts, missing null checks, and weak type boundaries in AI-generated code across TypeScript, Python, Java, and more.