Interactive Tools

Engineering Calculators & Architecture Diagnostics

Model cloud infrastructure savings, calculate AI token unit economics, and benchmark your codebase technical debt in minutes.

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How we work

Diagnostics & Estimators

15 Interactive Engineering Tools

15 Tools Available

cloud Tool

Cloud & AWS Cost Savings Calculator

Model your cloud infrastructure savings in real time. Calculate exact ROI from right-sizing instances, adopting Karpenter auto-scaling, and cleaning up idle egress resources.

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ai Tool

AI Inference & Token Cost Estimator

Estimate your monthly AI compute bills. Model prompt tokens, completion volumes, user concurrency, and find the exact volume where self-hosting saves 70%+.

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engineering Tool

Technical Debt & Codebase Health Scorecard

Take our interactive 15-question architectural diagnostic to uncover hidden bottlenecks, calculate technical debt risk grades, and receive actionable remediation priorities.

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finance Tool

Software Development Budget Estimator

Plan your project scope and calculate realistic engineering investment requirements based on platform complexity, design fidelity, and integration scope.

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cloud Tool

SOC 2 Readiness & Gap Analyzer

Audit your security posture against SOC 2 Trust Services Criteria in 5 minutes and receive an exportable compliance readiness checklist.

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finance Tool

In-House vs. Agency Hiring ROI Calculator

Model the full financial reality of tech hiring. Compare full-time salary overhead, benefits, recruiter markups, and onboarding lag against dedicated retainers.

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engineering Tool

Core Web Vitals Business Impact Estimator

Quantify the direct dollar value of frontend speed. Calculate conversion rate uplift and reduced bounce rates achieved by optimizing your Core Web Vitals.

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ai Tool

RAG Pipeline Feasibility Assessment

Determine the exact RAG architecture your data requires: evaluate document formats, chunking complexity, vector indexing, and reranker requirements.

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engineering Tool

Database Scaling Bottleneck Diagnostic

Diagnose database performance bottlenecks in minutes. Uncover query plan regressions, connection saturation risks, and table bloat thresholds.

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engineering Tool

Microservices Readiness Assessment

An honest 10-question evaluation: measure team size, deployment frequency, domain boundary clarity, and observability infrastructure readiness.

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cloud Tool

Cloud Migration Timeline & ROI Estimator

Estimate the timeline, engineering investment, and ongoing cost savings of migrating on-premises or PaaS workloads to AWS or Google Cloud.

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engineering Tool

DORA Metrics & Engineering Velocity Benchmark

Benchmark your software delivery performance against DORA (DevOps Research and Assessment) industry standards and identify release bottlenecks.

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engineering Tool

Timezone Overlap & Squad Collaboration Calculator

Visualize daily synchronous collaboration windows between San Francisco, New York, London, Berlin, and remote engineering hubs.

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engineering Tool

API Rate-Limit & Caching Capacity Planner

Model your API caching layer. Calculate optimal Redis cluster memory sizes, cache TTLs, and token bucket refill rates for high-throughput endpoints.

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finance Tool

MVP Scope & Feature Prioritization Matrix

Turn expansive product feature lists into a focused, buildable 8-week production MVP roadmap using the MoSCoW prioritization framework.

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We run comprehensive technical & cloud audits

Schedule a strategy session with our lead architects to review your systems and receive actionable recommendations.

Book an architecture audit