AI & Cloud Engineering Calculators
Explore interactive calculators and developer utilities built to evaluate speech AI ROI, configure multi-agent frameworks, and benchmark infrastructure costs.
Agents.md / Skill.md / Memory.md Generator
Generate standardized, production-ready system specification files (AGENTS.md, SKILL.md, and MEMORY.md) with presets for DevOps, Speech AI, FinOps, and Code Review swarms.
- 3-in-1 Spec Generator
- Instant Copy & Download
- Enterprise Presets
Call Center AI ROI Calculator
Estimate monthly and annual labor savings achieved by reducing Average Handling Time (AHT) with fine-tuned Whisper v3 telephony transcription and real-time agent co-pilot summaries.
- Labor cost reduction
- AHT impact modeling
- Formula transparency
MCP Config Builder
Generate production-ready Model Context Protocol (MCP) server definitions, tool schemas, and environment bindings for Claude Desktop and Bedrock.
- JSON schema validation
- Bedrock & Claude compatible
- Zero-trust scoping
Client-Side Telephony PII Redactor
Air-gapped, zero-cloud browser masking for Aadhaar, PAN, credit cards, phones, and emails in real-time call transcripts.
- Air-gapped privacy
- Aadhaar / PAN regex
- PCI-DSS compliant
LLM Token & API Cost Calculator
Compare multi-provider token expenses across frontier and open-weights models with batching and context caching discounts.
- Cache discount rates
- Cross-provider matrix
- Multi-tenant budget
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