Best practices: POC to Production

When your POC gains users, there's a lot to consider.

Accuracy: Clarification, reference context, task breakdown, introspection, tool use, evaluations, human in the loop, error flagging, prompt-completion pairs
Security: Rate limiting, role based access control, row level security, async i-o guardrailing
Latency: Model optimization, token optimization, streaming, batching, caching
Cost: Managing billing limits, API key management, staging projects, cost optimization, data management, model performance monitoring, model retraining, model deployment, customization, support

Sample demos

Guardrailing for content control

Animation demonstrating content control

Why this matters: Without content control, you aren't protected against malicious queries

Error Reporting

Animation demonstrating error reporting

Why this matters: Without user error flags, errors remain visible to an increasing audience

Model Training

Animation showing training feature

Why this matters: Without ongoing training, the LLM rewrites SQL from scratch— costlier and less accurate

Reference Context

Animation showing reference context

Why this matters: Without your private database context, LLMs miss nuances and make more errors

Problem Solving

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Why this matters: Without database context or problem-solving prompts, LLMs struggle with imprecise user queries, leading to more errors

Clarifying questions

Animation showing clarification

Why this matters: Without clarification, LLMs may misinterpret questions, leading users to see avoidable errors

Role based access control

Animation showing RBAC

Why this matters: Without RBAC, sensitive data is exposed

Row level access control

Animation showing RLAC

Why this matters: Without RLAC, sensitive data is exposed

Model optimization

Animation showing model optimization

Why this matters: Without model optimization, responses are more expensive and take longer

Agent orchestration

Animation showing agent orchestration

Why it matters: Without agent orchestration, users get incomplete information