O que é o Método LookADev de Sistemas?

O Método LookADev é um processo de 7 etapas de engenharia: 01 Diagnosticar (encontrar o gargalo real), 02 Mapear (fluxo de dados e ferramentas), 03 Quantificar (custo do retrabalho), 04 Arquitetar (desenho do sistema ideal), 05 Automatizar (eliminar tarefas manuais), 06 Construir (desenvolver software e agentes), 07 Medir (acompanhar resultados reais).

Como a LookADev elimina gargalos operacionais?

Diagnosticamos onde o fluxo da sua empresa trava e construímos sistemas conectados com Next.js, Python, PostgreSQL, agentes de IA no WhatsApp e automações de APIs para eliminar trabalho manual repetitivo.

O LookADev atende clientes no exterior (Reino Unido e EUA)?

Sim. Atendemos empresas no Brasil, Reino Unido, Estados Unidos e Portugal, com suporte e contratos em português ou inglês e recebimento em BRL, USD, GBP e EUR.

Quanto custa um projeto de sistemas do LookADev?

O investimento é estruturado em: AI Systems Audit (R$ 2.500-4.500, 48h); AI Systems Sprint (R$ 6.500-16.000, 7 dias); AI Operations & Arquitetura (R$ 25.000-65.000+, 14 a 30 dias). O escopo exato é fechado no diagnóstico prévio.

What is the difference between an AI chatbot and an AI agent?

A chatbot simply responds with text based on a prompt. An AI agent has tools, memory, and the ability to take action: it can query a database, make API calls, create records in your CRM, verify data accuracy, and execute complex multi-step tasks autonomously.

How do you maintain control over an autonomous agent's actions?

We build deterministic state machines with strict guardrails, permission boundaries, and optional Human-in-the-Loop (HITL) checkpoints. High-consequence actions (e.g. sending a final proposal or issuing a refund) always require human sign-off.

Can AI agents integrate with our bespoke internal tools?

Yes. We design agents using OpenAPI schemas and function calling (tools), allowing the agent to safely authenticate and interact with your proprietary databases, REST APIs, and third-party software.

How are agent hallucinations prevented during execution?

Agents are built with structured output validation (Pydantic / Zod schemas), strict typing, and validation loops where output is tested against database constraints before any execution step is committed.

What are the common business use cases for AI agents?

Recruitment candidate screening and matching, inbound lead qualification, customer support triage, regulatory document review, competitive intelligence gathering, and operational data reconciliation.

LOOKADEV/SERVICES/AI-AGENT-DEVELOPMENT

UK // AUTONOMOUS AI AGENTS & MULTI-STEP WORKFLOWS

Custom AI Agent Development Company for UK Businesses

Deploy autonomous, deterministic AI agents capable of reasoning, calling internal APIs, and executing multi-step business workflows without manual intervention.

Book Agent Architecture Session Explore Architecture Specs

LOCATION: BRISTOL, UK

GOVERNANCE: UK GDPR COMPLIANT

DELIVERY: PRODUCTION IN 14–45 DAYS

DIRECT EXECUTIVE SUMMARY // GEO & AI OVERVIEWS SPEC

Quick Overview: What UK Businesses Need to Know

WHAT IT IS

AI agent development is the creation of software entities powered by frontier reasoning models capable of perceiving context, making decisions, using tools, and executing business actions independently.

WHO IT IS FOR

Companies needing scalable digital staff for complex operational routines: recruitment firms, agencies, customer operations, and compliance teams.

HOW IT WORKS

We define your agent's domain tools, build a state machine with memory and guardrails, connect it to your APIs, and test it in a sandboxed staging environment before deploying.

EXPECTED BUSINESS ROI

Replaces 30+ hours of weekly manual coordination, accelerates response latency from hours to seconds, and ensures 100% adherence to company protocols.

// THE OPERATIONAL BOTTLENECKS

Where Manual Coordination Breaks Down in Growing Operations

Hiring more people to handle repetitive triage creates management overhead, inconsistent quality, and slow turnaround times.

INCONSISTENT EXECUTION

Human Fatigue & Inconsistent Decisions

When staff review hundreds of CVs or inquiries daily, fatigue causes missed details, biased evaluations, and dropped balls.

Impact: Unreliable service quality and missed business opportunities.

SLUGGISH LATENCY

Multi-Step Workflows Bottlenecked by Human Handoffs

A simple customer request requires 3 different team members to look up info in 3 different systems, taking 48 hours to resolve.

Impact: Frustrated clients and excessive operational drag.

UNSCALABLE COSTS

Linear Headcount Costs to Scale Operations

Every 20% increase in client volume requires hiring more operational staff, diluting profit margins and increasing management complexity.

Impact: Eroding profit margins and operational brittleness.

// THE LOOKADEV ARCHITECTURE

Autonomous Agents Built for Production Reliability

We engineer deterministic AI agents that combine reasoning power with strict programmatic safety.

01 // TRIAGE & SALES

Inbound Lead Qualification Agents

Engage prospects the moment they reach out, ask qualifying discovery questions, assess budget fit, and book qualified meetings directly into your calendar.

Key Deliverables:

Instant multi-channel response (WhatsApp, Web Chat, Email)
Dynamic qualification scoring based on your ICP criteria
Direct calendar booking integration (Cal.com / Calendly / Google)

02 // RECRUITMENT & HR

Candidate Screening & CV Matching Agents

Parse hundreds of resumes against detailed job descriptions in seconds, score candidate fit with transparent reasoning, and draft personalized outreach.

Key Deliverables:

Deep CV parsing and semantic job requirement matching
Automated preliminary candidate screening chats
Structured candidate summary dossiers pushed to Bullhorn/Vincere

03 // RESEARCH & AUDIT

Internal Knowledge & Back-Office Agents

Agents that crawl internal document repositories, cross-check transaction data, verify compliance checklists, and flag discrepancies for human review.

Key Deliverables:

Autonomous multi-step document verification
Human-in-the-loop approval dashboards for critical decisions
Complete cryptographic execution and audit logs

// PRODUCTION TECH STACK

Built on Modern, High-Performance Infrastructure

LangGraph / Agent ArchitectureTypeScript / Next.jsPython / FastAPIClaude 3.7 Sonnet / OpenAI o-seriesSupabase / PostgreSQLREST APIs & WebhooksDocker Sandboxes

// CLEAR ANSWERS

Frequently Asked Questions

Commercial terms, timelines, intellectual property, and integration details.

OPERATIONAL AUDIT & SCOPING

Ready to Deploy Autonomous Agents in Your Business?

Schedule an agent architecture consultation with our engineering team in Bristol. We will evaluate your workflow and design an autonomous proof-of-concept.

Book Agent Architecture Session

Direct consultation with Lead Architect Lucas Martins · No sales pitch · Scoping within 48h