Prompt Engineering & Generation Services

Consistent, governed prompts with evaluation and automation

Build reliable prompt systems with measurable quality

Oodles AI designs and operationalizes prompt generation systems that power LLM-based applications. We build structured prompt templates, evaluation pipelines, and safety controls so teams can deliver consistent, policy-aligned outputs across products and use cases.

What we deliver for prompt systems

End-to-end prompt engineering, testing, and governance to ensure prompt quality remains stable as models, data, and use cases evolve.

  • • Structured prompt templates with roles, variables, and constraints
  • • Retrieval-aware prompt designs with citations and source controls
  • • Automated evaluation pipelines for accuracy, safety, and regressions
  • • Versioning, rollback, and observability for production prompt usage

Prompt Architecture

Modular prompt structures with system, user, and tool layers designed for predictable and repeatable outputs.

Evaluation Harnesses

Automated prompt testing for factuality, grounding, policy compliance, and output consistency.

Safety & Guardrails

Prompt-level controls for PII redaction, jailbreak resistance, and policy enforcement.

CI/CD for Prompts

Prompt versioning, approvals, and controlled rollouts integrated into CI/CD pipelines.

High-impact prompt use cases

Customer & Employee Chat

Prompt systems for assistants with retrieval grounding, redaction rules, and role-based responses.

Code & Docs Generation

Prompt templates for code snippets, test generation, and documentation with linting and policy checks.

Retrieval & Search

Prompt chains that enforce citations, freshness constraints, and access control.

Creative & Content Ops

Prompt frameworks for marketing copy and content variants with tone, compliance, and brand controls.

Ops & Agent Flows

Structured prompts that guide agents to call APIs, create tickets, and follow operational policies.

Integrations & tooling

Oodles AI connects prompt generation systems to model APIs, retrieval layers, evaluation frameworks, and delivery pipelines.

Prompt Libraries & Templates LangChain / LlamaIndex OpenAI / Azure OpenAI / Claude Vector DBs & Retrieval Guardrails & Moderation CI/CD & Testing Analytics & Logging Product & CRM APIs

Delivery approach

A repeatable lifecycle used by Oodles AI to maintain prompt quality, safety, and performance at scale.

1

Discovery & Goals: Define personas, policies, and target quality benchmarks.

2

Design & Guardrails: Build prompt templates, variables, and constraints aligned to policy.

3

Evaluation & Tuning: Run automated evaluations, red-team tests, and iterative refinements.

4

Ship & Automate: Deploy prompts into applications and CI/CD workflows with approvals.

5

Monitor & Iterate: Track quality drift, cost, and feedback with fast rollback paths.

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