B2B Sales

Sales Enablement Copilot AI Architecture

Compare RAG, fine-tuning, long-context, and hybrid approaches for sales enablement copilot at 30K queries/month.

Top approaches

#1 Best fit
RAG

Product specs, pricing, and competitive intel update frequently.

#2 Runner-up
Fine-Tuning

Brand voice and objection-handling patterns benefit from fine-tuning.

#3 Alternative
Hybrid / RAFT

Optimal for enterprise teams with high volume and ML capability.

Cost at typical volume

Estimated at 30K queries/month

Long-Context$607/mo
RAG$865/mo
Fine-Tuning$1,350/mo
Hybrid / RAFT$1,675/mo

Key considerations

  • 1Keep competitive intelligence in a separate, access-controlled index.
  • 2Sales reps care about speed — target < 2 s end-to-end latency.
  • 3A/B test RAG vs long-context on your actual deal sizes before committing to infrastructure.

Frequently asked questions

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