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Quality Assurance Labs

A2 — AI Apps & Integration

Third-Party AI API Integration

Speech, OCR, translation, moderation and other AI services integrated directly into your product.

Overview

Ready-made AI services for speech, OCR, translation and moderation can add a capability in weeks instead of months. Choosing the right one and handling its failures is where the work is.

We compare providers against your own examples, integrate the best fit, handle rate limits and outages, and test accuracy and cost before launch.

What we do

  • 01

    Compare AI providers for your use case

  • 02

    Integrate the chosen APIs into your product

  • 03

    Handle errors, limits and fallbacks

  • 04

    Test accuracy on your own examples

  • 05

    Monitor usage and cost

How we work

  1. Step 1

    Discover

    We agree the use case, data sources and what a good answer looks like.

  2. Step 2

    Build

    We integrate the model, your data and your product in short iterations.

  3. Step 3

    Evaluate

    QA tests accuracy, safety and edge cases against an evaluation set before launch.

  4. Step 4

    Monitor

    We track quality and cost in production and keep improving.

Who it's for

  • Products adding speech-to-text or translation
  • Platforms needing content moderation
  • Document-heavy products needing OCR

What you get

  • A provider comparison on your own examples
  • A production integration with error handling
  • Accuracy and cost test results
  • Usage and cost monitoring

Questions

Which provider is best?+

It depends on language, accuracy needs, data rules and cost. We test the options with your own data before recommending one.

What if the provider goes down?+

We build in retries, timeouts and, where it matters, a fallback provider.

What does it cost?+

Hourly work starts from $25/hr. Fixed-price projects and dedicated teams are quoted after a free scoping call, based on scope, platforms and timeline.

Tools

  • OpenAI
  • Gemini
  • AWS Bedrock
  • Hugging Face
  • Postman
Industries we test for:SaaSFinTechHealthcare

Talk to us about third-party ai api integration.