Softment

Softment Gig

RAG Accuracy + Evaluation Sprint

Improve RAG quality with eval sets, retrieval tuning, reranking, and grounded answer patterns.

Eval set built from real queriesRetrieval tuning (chunking/filters)Reranking and citation-ready answersLatency + caching recommendationsMonitoring + iteration plan

Top Rated on Fiverr • Upwork

Softment Gig

RAG Accuracy + Evaluation Sprint

Improve RAG quality with eval sets, retrieval tuning, reranking, and grounded answer patterns.

Eval set built from real queriesRetrieval tuning (chunking/filters)Reranking and citation-ready answersLatency + caching recommendations

Best for: doc assistants • internal KBs • support bots • knowledge search

From $300

Includes: source code + handoff notes + Performance checks

Description

RAG Accuracy + Evaluation Sprint (Production-ready)

If your RAG assistant is close—but not consistently accurate—this sprint fixes the fundamentals. We build evaluation sets, tune retrieval, add reranking/citations patterns, and validate improvements against real queries.

Eval set + regressionsRetrieval tuningReranking + citationsLatency and cost tuningProduction hardening notes

Basic

Eval set + quick tuning

Standard

Retrieval + rerank + eval harness

Premium

Production hardening + monitoring

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

What you get

  • Eval set starter (20-40 queries)
  • Top retrieval issues + quick wins report
  • Answer + citation recommendations
  • Retrieval tuning + reranking integration
  • Eval harness + regression checks
  • Latency + caching recommendations
  • Handoff notes for iteration
  • Production hardening plan + implementation

What we need from you

  • Docs/content sources + access
  • Real user queries (or proxy list)
  • Current RAG stack details
  • Latency/cost targets

Packages

Choose the scope that fits

Basic

$300

Timeline: 2-3 days

  • Eval set starter (20-40 queries)
  • Top retrieval issues + quick wins report
  • Answer + citation recommendations

Standard

$900

Timeline: 7-10 days

  • Retrieval tuning + reranking integration
  • Eval harness + regression checks
  • Latency + caching recommendations
  • Handoff notes for iteration

Premium

$1,800

Timeline: 2-4 weeks

  • Production hardening plan + implementation
  • Freshness pipeline basics (optional)
  • Monitoring hooks + runbook
  • Post-launch roadmap recommendations

FAQ

Common questions before you buy

Will this add citations to answers?

Yes. We implement citation-ready patterns and grounding recommendations so users can verify sources.

Can you improve accuracy without changing our DB?

Often yes. Chunking, filters, reranking, and eval-driven tuning can improve quality even on your current storage—full recommendations depend on your stack.

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
    RAG Accuracy + Evaluation Sprint | Softment | Softment