Lumaria Toolkit · local-first

AI calculators and visual simulators

Change the assumptions yourself. Lumaria calculates locally, visualizes the system and helps you compare scenarios without requiring an API.

Costs

AI API cost calculator

Estimate cost per request, day, month and year using prices you control.

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Costs

Prompt caching savings calculator

Estimate how repeated context and cache pricing can change monthly inference cost.

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RAG

Embedding storage calculator

Estimate vector storage from item count, dimensions and numeric precision.

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Production

Batch vs realtime calculator

Compare approximate economics of batch and realtime processing.

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Production

Throughput and concurrency planner

Estimate request concurrency from volume, latency and target throughput.

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Decision

AI model comparator

Compare selected models using the verified dataset behind Lumaria IA.

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RAG

RAG chunk designer

Explore chunk size, overlap, chunk count and repeated-token overhead.

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Decision

Weighted model decision matrix

Turn model selection into explicit weighted criteria rather than a universal ranking.

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Production

Rate-limit planner

Translate RPM/TPM limits into practical capacity and headroom.

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Costs

API budget planner

Plan monthly API spend from request volume and unit economics.

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Context

Context window planner

Visualize how prompt, document, history and output consume context.

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Business

AI automation ROI calculator

Estimate time savings, operating cost, break-even and potential ROI.

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Evals

Eval sample-size planner

Estimate how many examples you need for a useful evaluation sample.

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Infrastructure

Model VRAM calculator

Estimate model memory from parameter count, precision, KV cache and overhead.

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Production

Latency budget designer

Break total latency into network, retrieval, model, tools and post-processing.

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Agents

Agent cost calculator

Estimate cost per task from model calls, tokens, tool steps and retries.

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Decision

Model routing simulator

Compare a single-model strategy with a routed mix of cheaper and stronger models.

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Infrastructure

Local model vs API break-even

Estimate where hardware ownership and cloud API usage cross over.

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Context

Document vs context calculator

Estimate whether a document fits and how much context remains for output and history.

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Production

Batch capacity planner

Estimate how many jobs a batch window can process under throughput constraints.

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