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Service 07 / 07

We integrate practical AI pipelines and task automation into your product to process data and remove repetitive manual work.

Architectural photograph used to illustrate AI・自動化
Capabilities
06
Delivery phases
04
Core technologies
05
Overview

WeimplementAIintegrationswheretheydeliverclearfunctionalvalue:vectorsearchengines(pgvector/Pinecone),automateddocumentprocessing,andbackgroundworkflowpipelines.Everybuildincludesevaluationtests,errorhandling,andstrictpromptguardrails.

What's included

Scoped in, not bolted on. Every engagement covers these from the first sprint.

01

LLM API integrations (OpenAI / Anthropic)

02

Document & unstructured data extraction

03

Background task queues (Celery / BullMQ)

04

Retrieval-Augmented Generation (RAG)

05

Automated customer workflow routing

06

AI output evaluation & guardrails

Technology we use

Chosen for longevity, not hype

  • Node.js
  • TypeScript
  • PostgreSQL
  • AWS
  • Docker
How we deliver it

No black boxes. You see the plan, the pull requests and a working build at the end of every phase.

  1. Floor 01

    Workflow evaluation

    We identify manual data processes where AI integration delivers quantifiable time savings.

  2. Floor 02

    POC & accuracy testing

    We build a working proof-of-concept to measure model accuracy before full integration.

  3. Floor 03

    Production deployment

    We integrate AI endpoints into your main application with rate limiting and fallback logic.

  4. Floor 04

    Monitoring & tuning

    We track token usage, response latency, and output precision post-launch.

FAQ

Something else on your mind? Write to hello@devcity.us and an engineer will reply.

  • We typically fine-tune or integrate proven foundation models, which provides faster deployment and lower costs than training from scratch.

  • We build automated validation pipelines and fallback logic into every AI feature to prevent hallucination issues.

  • Yes, we build secure data extraction layers connecting LLM pipelines directly to your database or storage buckets.

Start a project

Tell us about your roadmap. You'll hear back within 24 hours with a clear technical plan, and no sales pressure.