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AWS AI Agents

We build, optimize, and evaluate AI agents on AWS Bedrock. From first prototype to reliable production assistant, your agent works the way your business needs it to.

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Trusted by Companies Worldwide

When Your AI Agent Isn't Working as Expected

Your agent ignores the knowledge base or hallucinates

Your agent ignores the knowledge base or hallucinates

It generates answers that sound right but aren't grounded in your data. Users lose trust, and you can't ship it to production

Context drops after a few exchanges

Context drops after a few exchanges

The agent forgets what was said earlier in the conversation. Longer interactions become unreliable

No way to measure quality at scale

No way to measure quality at scale

You are testing manually, catching issues one by one, with no repeatable way to track if things are getting better or worse

High cost, low accuracy

High cost, low accuracy

You picked a model that's expensive but still delivers inconsistent results. You're not sure which model fits your use case best

What We Build

We design and build AI agents that connect to your data, follow your business rules, and respond to users in context. Each agent runs on Amazon Bedrock with a serverless backend on Lambda and API Gateway. For EPIRA.ai, we built four specialized AI agents that turn weeks of manual grant work into minutes — from document extraction to eligibility scoring.

What you get:

  • An agent grounded in your knowledge base, not general internet data
  • Guardrails for sensitive topics and out-of-scope questions
  • Structured outputs (JSON actions, redirects, data lookups) beyond plain text responses
  • Personalized responses based on user profile and session data
  • Modular architecture — multiple agents working together through shared APIs

Who This Is For

Startups building AI products

You have an idea for an AI-powered product and need a technical team to build it on AWS

Companies with underperforming AI agents

Your agent is live but hallucinating, losing context, or giving inconsistent answers

Teams without AI evaluation processes

You ship AI updates with no automated way to test quality before they reach users

Products that need to switch or compare models

You are on a model that's too expensive or not accurate enough and need a data-backed comparison

Startups moving to AWS for investor or credit requirements

Your investors expect AWS infrastructure, or you need to migrate to qualify for AWS Activate credits. We build your AI agent on AWS from the start so you don't rebuild later.

AWS Services We Use

Amazon Bedrock
Amazon Bedrock

Foundation models, knowledge bases, guardrails

Amazon SageMaker
Amazon SageMaker

End‑to‑end platform to build, train, and deploy ML models at scale

AWS Lambda
AWS Lambda

Serverless compute for agent logic and orchestration

Amazon API Gateway
Amazon API Gateway

Secure API endpoints for agent communication

Amazon DynamoDB
Amazon DynamoDB

Session storage, user data, conversation history

Amazon S3
Amazon S3

Knowledge base storage, document repositories

Amazon Cognito
Amazon Cognito

User authentication and profile management

AWS Amplify
AWS Amplify

Frontend hosting for web applications

Why Choose Perfsys?

  • AI agents built around your business logic and your data
  • Powered by AWS Bedrock and Lambda for reliability at scale
  • We handle the infrastructure, you focus on the use case
  • From prototype to production without rebuilding the stack

Our Achievements

Perfsys AWS Partner Badge
Perfsys AWS Certified Developer Badge
Perfsys AWS Certified Solutions Architect Badge
Perfsys AWS Certified Security Badge
Perfsys AWS Certified Solutions Architect Professional Badge
Perfsys Clutch Ukraine 2025 Badge

30+

International clients

across Media, Software & Technology, Financial Services, Energy, Logistics

10+

Years Experience

in AWS & DevOps

70+

Projects completed

delivered successfully

Our clients

Media

Software & Technology

Financial Services

Energy

Logistics

Hulyo
GammaKite
MyVPA
Titta.io
Infoplay
Nuage
Parkland
KaZang
Cadstrom
iGT
Cleansun
Quaeris
Enovos
Travelist

What Our Clients Say
About Perfsys

Startups and SMBs across Europe and the US trust our AWS experts for scalable, secure, and high-performance cloud solutions.

FAQs

Common questions about building and optimizing AI agents on AWS with Perfsys.

Ready to Build or Fix Your AI Agent?

Talk to an AWS Select Tier Consulting Partner about your AI agent architecture, model selection, and next steps