Softment

Softment Gig

AI Cost Optimization for LLM Apps

Reduce LLM spend with cost controls and quality safeguards—caching, routing, and retrieval tuning included.

Prompt/context trimming and budgetsCaching + dedupe strategiesModel routing recommendationsRetrieval tuning (if RAG)Quality checks via eval sets

Top Rated on Fiverr • Upwork

Softment Gig

AI Cost Optimization for LLM Apps

Reduce LLM spend with cost controls and quality safeguards—caching, routing, and retrieval tuning included.

Prompt/context trimming and budgetsCaching + dedupe strategiesModel routing recommendationsRetrieval tuning (if RAG)

Best for: production assistants • RAG apps • high-traffic LLM features

From $300

Includes: source code + handoff notes + Performance checks

Description

AI Cost Optimization for LLM Apps (Production-ready)

If your LLM bill is growing faster than usage, we can help. We audit token usage, prompts, retrieval, and model choices—then implement practical optimizations like caching, routing, and tighter context to reduce spend while keeping output quality.

Token budgeting + prompt trimmingCaching and routingRetrieval tuning for relevanceQuality safeguards with evalsMonitoring cost metrics

Basic

Audit + quick wins

Standard

Implement cost-saving changes

Premium

Routing + evals + observability

Typical delivery: Basic 2-3 days • Standard 7-10 days • Premium 2-4 weeks | Top Rated on Fiverr & Upwork

What you get

  • Cost audit + quick wins report
  • Token usage breakdown
  • Model/prompt recommendations
  • Implement caching + budgets
  • Prompt/context trimming pass
  • Routing strategy recommendations
  • Baseline eval set for quality
  • Multi-model routing implementation

What we need from you

  • Current LLM usage + API logs (if available)
  • Latency and quality constraints
  • Current prompt templates and context sources
  • Budget targets (monthly/feature)

Packages

Choose the scope that fits

Basic

$300

Timeline: 2-3 days

  • Cost audit + quick wins report
  • Token usage breakdown
  • Model/prompt recommendations

Standard

$900

Timeline: 7-10 days

  • Implement caching + budgets
  • Prompt/context trimming pass
  • Routing strategy recommendations
  • Baseline eval set for quality

Premium

$1,800

Timeline: 2-4 weeks

  • Multi-model routing implementation
  • Observability dashboards + alerts
  • Expanded eval coverage + regression checks
  • Post-launch optimization roadmap

FAQ

Common questions before you buy

Will cost optimization reduce answer quality?

Not if done carefully. We use eval sets and quality checks to validate changes before rollout.

Can you optimize RAG costs too?

Yes. Retrieval tuning, chunking, reranking, and caching can reduce context size and unnecessary calls.

What happens after I place an order?

We review your scope, confirm deliverables, and send kickoff details within 24 hours.

Can I upgrade from Basic to Standard or Premium later?

Yes. You can start with any tier and upgrade when scope expands.

Do you provide source code and handover notes?

Yes. Every package includes source delivery and practical handover context.

How do revisions work?

Revisions are handled within the defined package scope. Out-of-scope requests are quoted separately.

Can you sign an NDA before kickoff?

Yes. We can work under a mutual NDA before project details are shared.

Do you support ongoing maintenance after delivery?

Yes. We can continue with maintenance, enhancements, and support after handoff.

Do package prices include third-party service costs?

No. Any external platform fees are billed directly by those providers.

Can this package be customised for my requirements?

Yes. If your scope is larger, use Talk to us and we will provide a custom estimate.

Need custom scope?

Talk to us before checkout

If your scope is larger than a package, we'll map a custom estimate and timeline.

Talk to us
    AI Cost Optimization for LLM Apps | Softment | Softment