AI Agent Use Case

Build an AI SDR Agent That Prospects, Enriches & Outreaches Automatically

Deploy a fully autonomous Sales Development Representative agent in under 10 minutes. Architect by Lyzr handles prospect discovery, lead enrichment, and personalized multi-channel outreach — no code required.

More pipeline generated per rep
<10m
Agent setup time with Architect
65%
Reduction in cost-per-qualified-lead
24/7
Autonomous prospecting coverage

Why It Matters

Sales teams waste over 60% of their time on manual prospecting, data entry, and generic outreach that never converts. An AI SDR agent built on Architect automates the full top-of-funnel — researching accounts, enriching contacts, and crafting personalized messages at scale — so your human reps focus exclusively on closing.

10×
More outreach volume per rep
24/7
Always-on pipeline generation
65%
Lower cost per qualified lead

Works With Your Stack

Architect connects your AI SDR agent to the tools your team already uses — CRMs, data enrichment providers, email sequencers, and more.

Salesforce Salesforce
HubSpot HubSpot
Apollo.io Apollo.io
LinkedIn LinkedIn
Clearbit Clearbit
Outreach Outreach
Slack Slack
SendGrid SendGrid

Platform Capabilities

Intelligent Prospect Discovery
The agent autonomously scans data sources — Apollo, LinkedIn, and web signals — to identify accounts and contacts matching your ideal customer profile (ICP), then queues them for enrichment without any manual intervention.
Automated Lead Enrichment
Architect orchestrates enrichment calls to Clearbit, Apollo, and your CRM to populate firmographic, technographic, and contact data automatically, ensuring every outreach is grounded in accurate, up-to-date intelligence.
Personalized Outreach at Scale
LLM-powered message generation crafts individualized email and LinkedIn messages for each prospect using their role, company context, and recent signals — moving beyond templates to genuine relevance that drives replies.
Multi-Step Sequence Execution
Configure automated follow-up cadences with conditional branching — the agent adapts the next step based on opens, clicks, and replies, so every prospect receives a contextually appropriate sequence without rep oversight.
Guardrails and Compliance Controls
Built-in safe messaging guardrails, opt-out handling, and audit logging ensure every outreach action is compliant, traceable, and within defined policy boundaries — protecting your brand and legal standing.
Real-Time Performance Observability
Track open rates, reply rates, meetings booked, and pipeline created through the Architect observability dashboard. Every agent action is logged, giving managers full visibility into SDR agent performance at any time.

How It Works

From ICP signal to booked meeting in four autonomous steps.

Step 01
Discover Prospects
Agent scans Apollo, LinkedIn and web signals for ICP-matched accounts and contacts.
Step 02
Enrich Contact Data
Pulls firmographic, technographic and contact enrichment from Clearbit and your CRM automatically.
Step 03
Generate Personalized Outreach
LLM composes context-specific email and LinkedIn messages tailored to each prospect's role and signals.
Step 04
Book Meetings & Update CRM
Replies trigger meeting scheduling and automatic CRM updates — zero manual data entry required.

Before vs. After Architect

Without Architect
  • Reps spend 4-6 hours daily manually researching and qualifying prospects from multiple data sources
  • High cost-per-lead as manual enrichment subscriptions and rep time compound expenses
  • Generic, copy-paste email templates sent at low volume with poor reply rates
  • Pipeline gaps over nights and weekends as prospecting only happens during working hours
  • Inconsistent CRM data quality due to rushed or skipped manual data entry after prospecting calls
With Architect
  • Agent autonomously discovers and queues hundreds of ICP-matched prospects daily without rep involvement
  • 65% lower cost-per-lead as enrichment and outreach run automatically at marginal incremental cost
  • Every prospect receives a context-specific, individually crafted message — not a template — driving 3× higher reply rates
  • 24/7 pipeline generation — the agent works weekends, holidays, and off-hours without additional staffing costs
  • CRM records updated automatically after every action — complete, accurate data with zero manual entry lag

Agent System Prompt

A production-ready system prompt you configure inside Architect to power your AI SDR agent.

ai-sdr-agent — system prompt
Architect Agent Runtime — Active
You are an autonomous AI Sales Development Representative (SDR) agent built on Architect by Lyzr.

Your objective: identify, enrich, and engage ICP-matched prospects on behalf of the sales team.

Workflow:
1. DISCOVER: Query Apollo and LinkedIn for contacts matching ICP criteria (role, company size, industry, tech stack).
2. ENRICH: For each contact, retrieve firmographic and technographic data from Clearbit. Verify email via Hunter.io.
3. SCORE: Apply lead scoring rules defined in {scoring_rubric}. Only proceed with contacts scoring above threshold.
4. COMPOSE: Draft a personalized outreach email using the prospect's role, company context, and a relevant value hook.
5. SEND: Dispatch via SendGrid and log the action to Salesforce/HubSpot CRM with full metadata.
6. FOLLOW-UP: If no reply in {follow_up_days} days, generate a context-aware follow-up. Max {max_touches} touches.
7. COMPLIANCE: Always include opt-out language. Never contact opted-out contacts. Log all actions to audit trail.

Frequently Asked Questions

What is an AI SDR agent and how does it differ from a traditional sales automation tool?
An AI SDR agent is a fully autonomous software agent that reasons, plans, and executes multi-step prospecting and outreach workflows end-to-end. Unlike traditional automation tools that run fixed sequences, an AI SDR agent adapts its behavior based on prospect context, reply signals, and enrichment data — making real-time decisions at every step without needing human configuration for each action.
How quickly can I build and deploy an AI SDR agent with Architect?
Architect is designed for sub-10-minute agent deployment. Using the visual no-code builder, pre-built integration connectors for Apollo, Clearbit, HubSpot, Salesforce, and SendGrid, and the configurable system prompt editor, you can have a fully operational AI SDR agent running in a single working session — no engineering resources needed.
Which integrations does the AI SDR agent support?
Architect supports native integrations with Salesforce, HubSpot, Apollo.io, LinkedIn, Clearbit, Hunter.io, Outreach, SendGrid, and Slack. Additional integrations are available via REST API connectors, enabling connection to virtually any tool in your existing sales tech stack.
How does the agent ensure outreach personalization is genuinely relevant?
The agent uses enriched firmographic, technographic, and behavioral data as context when generating each message via the underlying LLM. Rather than filling template placeholders, it reasons about the specific prospect's role, company stage, industry challenges, and recent signals to write messages that address their likely priorities — resulting in meaningfully higher reply rates than template-based approaches.
Is the AI SDR agent compliant with email marketing and data privacy regulations?
Yes. Architect enforces configurable compliance guardrails including automatic opt-out handling, suppression list enforcement, CAN-SPAM and GDPR opt-out footers, and a complete immutable audit log of every outreach action taken. All agent behavior can be reviewed and constrained through policy rules in the Architect control plane.

Your AI SDR Agent Is 10 Minutes Away

Stop paying for manual prospecting hours. Build an autonomous AI SDR agent with Architect by Lyzr and generate pipeline around the clock — no code, no engineering backlog.

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