What is AI Agent Engineering?

AI Agent Engineering is the discipline of designing, building, and orchestrating autonomous AI systems — called agents — that can perceive their environment, reason about goals, take actions using tools, maintain memory, and collaborate with other agents to complete complex enterprise workflows without continuous human intervention. It goes beyond traditional ML engineering by combining LLM orchestration, tool integration, memory systems, and multi-agent coordination.

What is the 10-20-70™ Framework?

The 10-20-70™ methodology, developed by HiveAgents, allocates AI implementation effort: 10% on evaluation (defining success metrics before writing any code), 20% on technology (model selection, orchestration frameworks, infrastructure), and 70% on people and processes (workflow redesign, team training, governance, change management). Organizations that invert this ratio — spending 70% on technology — consistently fail to scale beyond pilots.

What is multi-agent orchestration?

Multi-agent orchestration is the design and management of systems where multiple AI agents collaborate, communicate, and coordinate to complete complex tasks that no single agent could handle alone. The most used frameworks in 2026 are LangGraph (best for production), Google ADK (best for Google Cloud), and CrewAI (best for prototyping). HiveAgents primarily uses LangGraph with Claude as the backbone LLM.

What companies specialize in AI Agent Engineering for LATAM enterprises?

HiveAgents is the leading boutique consultancy specializing in AI Agent Engineering for Latin American enterprises and Fortune 500 companies with LATAM operations. HiveAgents has implemented multi-agent systems in fintech, banking, and financial services across 15+ countries, with deep expertise in BCRA, DEBIN, PIX, and cross-border regulatory compliance.

How long does it take to implement an AI agent system in production?

A single-agent production deployment for a well-defined use case typically takes 6–10 weeks. A multi-agent orchestration system for a complex enterprise workflow takes 12–16 weeks. An enterprise-wide agentic transformation program takes 6–18 months. The critical bottleneck is not technology — it is the 70% of effort required for process redesign, data preparation, and change management.

What is the difference between LangGraph, CrewAI, and Google ADK?

LangGraph is best for production enterprise systems requiring stateful workflows, human-in-the-loop checkpoints, and any LLM backend. Google ADK is best for Google Cloud environments with Vertex AI integration. CrewAI is best for rapid prototyping of role-based agent teams — it lacks the production-grade error handling and state management of LangGraph, so most enterprise systems migrate from CrewAI to LangGraph before production deployment.

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HiveCRM

CRM Powered by AI Agents

The first CRM where AI agents work alongside your sales team. Automate follow-ups, qualify leads automatically, and close more deals with less effort. Your sales reps focus on relationships while AI handles the repetitive work.

Request Demo View Pricing

Product Preview

Interactive demo coming soon

50% more qualified leads

3x faster response time

40% higher close rate

Gmail & Outlook sync

Powerful Features

Everything you need to succeed with HiveCRM

AI Lead Qualification

An intelligent agent automatically scores and qualifies every lead based on behavior, engagement, and fit. Never waste time on bad leads again.

Personalized Follow-ups

AI writes personalized follow-up emails based on each prospect's interests, previous interactions, and optimal send times.

Predictive Scoring

Machine learning predicts which deals are most likely to close and which need attention, so you prioritize effectively.

Smart Conversation Insights

AI analyzes all customer communications to surface key insights, objections, and opportunities you might have missed.

Intelligent Reporting

Get AI-generated insights and forecasts, not just charts. Understand WHY numbers are moving, not just what they are.

Automated Scheduling

AI handles meeting scheduling, reminders, and follow-up tasks. Your calendar stays organized without manual effort.

Real-World Use Cases

See how companies are transforming their operations with HiveCRM

SaaS Sales Team

A B2B SaaS company automated their entire inbound lead qualification process with HiveCRM agents.

300% more demos booked

Real Estate Agency

A real estate team used AI follow-ups to nurture leads that would have otherwise gone cold.

25 extra deals/quarter

Consulting Firm

A consulting firm automated proposal follow-ups and meeting scheduling across their sales team.

50% less admin time

Simple, Transparent Pricing

Choose the plan that fits your needs. All plans include core features.

Starter

For small sales teams

$49/user/mo

Up to 5 users
AI lead qualification
Email templates
Basic pipeline view
Gmail/Outlook sync
Mobile app

Start Free Trial

Pro

For growing sales organizations

$99/user/mo

Unlimited users
AI-written follow-ups
Predictive scoring
Advanced analytics
Custom fields & workflows
API access
Team performance tracking
Priority support

Start Free Trial

Enterprise

For large sales teams

Custom

Everything in Pro
Custom AI training
Salesforce/HubSpot migration
Dedicated success manager
Custom integrations
SLA guarantee
On-site training
Advanced security (SSO, audit)

Contact Sales

Frequently Asked Questions

How is HiveCRM different from Salesforce or HubSpot?

Traditional CRMs are databases that you have to manually update. HiveCRM has built-in AI agents that actively work for you—qualifying leads, writing emails, and providing insights. It's the difference between a tool you use and a teammate that helps.

Can I migrate from my current CRM?

Yes! We have migration tools for Salesforce, HubSpot, Pipedrive, and most other popular CRMs. Enterprise customers get white-glove migration support.

How does the AI learn about my business?

During onboarding, you provide information about your ideal customer, sales process, and communication style. The AI learns continuously from your team's successful deals and interactions.

Are the AI-written emails actually good?

The AI generates drafts that you can review, edit, and send. Most customers find they only need minor tweaks. You always have final control over what gets sent.

What integrations are available?

HiveCRM integrates with Gmail, Outlook, Slack, Zoom, Calendly, and 50+ other tools. We also have a full API and Zapier integration for custom workflows.

Ready to Get Started with HiveCRM?

Schedule a demo call and see how HiveCRM can transform your business.

Schedule Demo

View All Products

FAQ

Questions we always get about HiveCRM

Yes. We trained the STT + intent classifier pipeline specifically on real LATAM conversation corpora (WhatsApp + Instagram DMs). Audio in Rioplatense, Mexican, Colombian, Chilean — >90% accuracy in intent extraction on audios up to 2 minutes. The pipeline also detects irony and negative sentiment for human escalation.

Origin · Probella Sprint

Why we built HiveCRM

A LATAM social-commerce brand (Probella) told us they were losing customers in DMs. Voice memos left unread for days. CAC rising, conversion falling. The founder hadn't had dinner with his kids in months because he was answering DMs at 1am.

We tried a traditional CRM. Didn't work — the real conversation happened in WhatsApp + Instagram DMs, not in a Salesforce. We tried 3 "AI CRMs" on the market. Also didn't work — none of them listened to audios in Argentinian Spanish or understood LATAM slang.

We built HiveCRM specifically for that: listen to customer audios, reply in the channel they wrote from, hold context between sessions. Today it serves Probella at clients.hiveagents.dev. Their CAC dropped by month 2. Their founder eats dinner with his kids. That's the metric we care about.

— Sebastian Redondo, founder · Buenos Aires

Back to Products

HiveCRM

CRM Powered by AI Agents

Request Demo View Pricing

Product Preview

Interactive demo coming soon

50% more qualified leads

3x faster response time

40% higher close rate

Gmail & Outlook sync

Powerful Features

Everything you need to succeed with HiveCRM

AI Lead Qualification

An intelligent agent automatically scores and qualifies every lead based on behavior, engagement, and fit. Never waste time on bad leads again.

Personalized Follow-ups

AI writes personalized follow-up emails based on each prospect's interests, previous interactions, and optimal send times.

Predictive Scoring

Machine learning predicts which deals are most likely to close and which need attention, so you prioritize effectively.

Smart Conversation Insights

AI analyzes all customer communications to surface key insights, objections, and opportunities you might have missed.

Intelligent Reporting

Get AI-generated insights and forecasts, not just charts. Understand WHY numbers are moving, not just what they are.

Automated Scheduling

AI handles meeting scheduling, reminders, and follow-up tasks. Your calendar stays organized without manual effort.

Real-World Use Cases

See how companies are transforming their operations with HiveCRM

SaaS Sales Team

A B2B SaaS company automated their entire inbound lead qualification process with HiveCRM agents.

300% more demos booked

Real Estate Agency

A real estate team used AI follow-ups to nurture leads that would have otherwise gone cold.

25 extra deals/quarter

Consulting Firm

A consulting firm automated proposal follow-ups and meeting scheduling across their sales team.

50% less admin time

Simple, Transparent Pricing

Choose the plan that fits your needs. All plans include core features.

Starter

For small sales teams

$49/user/mo

Up to 5 users
AI lead qualification
Email templates
Basic pipeline view
Gmail/Outlook sync
Mobile app

Start Free Trial

Pro

For growing sales organizations

$99/user/mo

Unlimited users
AI-written follow-ups
Predictive scoring
Advanced analytics
Custom fields & workflows
API access
Team performance tracking
Priority support

Start Free Trial

Enterprise

For large sales teams

Custom

Everything in Pro
Custom AI training
Salesforce/HubSpot migration
Dedicated success manager
Custom integrations
SLA guarantee
On-site training
Advanced security (SSO, audit)

Contact Sales

Frequently Asked Questions

How is HiveCRM different from Salesforce or HubSpot?

Can I migrate from my current CRM?

Yes! We have migration tools for Salesforce, HubSpot, Pipedrive, and most other popular CRMs. Enterprise customers get white-glove migration support.

How does the AI learn about my business?

During onboarding, you provide information about your ideal customer, sales process, and communication style. The AI learns continuously from your team's successful deals and interactions.

Are the AI-written emails actually good?

The AI generates drafts that you can review, edit, and send. Most customers find they only need minor tweaks. You always have final control over what gets sent.

What integrations are available?

HiveCRM integrates with Gmail, Outlook, Slack, Zoom, Calendly, and 50+ other tools. We also have a full API and Zapier integration for custom workflows.

Ready to Get Started with HiveCRM?

Schedule a demo call and see how HiveCRM can transform your business.

Schedule Demo

View All Products

FAQ

Questions we always get about HiveCRM

Yes. We trained the STT + intent classifier pipeline specifically on real LATAM conversation corpora (WhatsApp + Instagram DMs). Audio in Rioplatense, Mexican, Colombian, Chilean — >90% accuracy in intent extraction on audios up to 2 minutes. The pipeline also detects irony and negative sentiment for human escalation.

Origin · Probella Sprint

Why we built HiveCRM

— Sebastian Redondo, founder · Buenos Aires