AI Outbound & SDR Engine Development

Reference architecture

1. Enrichment API
2. Personalization LLM
3. Sequence Engine
4. Delivery Infrastructure
5. Reply Classifier
6. CRM Sync

A typical AI outbound system: enrichment feeds the personalization model, the sequence engine schedules multi-channel touches, delivery infrastructure protects sender reputation, and the reply classifier routes responses back into your CRM.

Frequently asked questions

• Can you integrate with Clay, Apollo, Outreach, or another specific tool?+

  Almost certainly. We ship production integrations across lead data (Apollo, Clay, ZoomInfo, Hunter, RB2B), CRMs (HubSpot, Salesforce, Pipedrive, Outreach, Salesloft, Apollo), and email infrastructure (SendGrid, Postmark, Resend, Mailgun, AWS SES). If a tool has an API, we can wire it in. If it doesn’t, we’ll tell you the honest workaround.

• How do you handle deliverability at scale?+

  We treat deliverability as infrastructure, not an afterthought: sender reputation management, warmup automation, bounce and complaint handling, domain and inbox rotation, and SPF/DKIM/DMARC authentication. We instrument it with tools like GlockApps, MailReach, and Smartlead so you can see inbox placement, not just send volume.

• What's the typical engagement size for an AI outbound tool build?+

  Core engine builds usually run a focused Project Build of 6–14 weeks. Teams scaling an existing product more often choose an Embedded Squad that ships alongside them week over week. If you’re not sure of scope yet, a Tech Audit de-risks the decision first.

• Do you handle the AI personalization prompt engineering, or do we?+

  We handle it. Per-prospect personalization layers, tone matching, and multi-step research-then-write pipelines are part of what we build, including the prompt engineering, evaluation, and guardrails. You stay in control of brand voice and approval; we own the engineering that makes it reliable at volume.

• How do you manage opt-outs and compliance with CAN-SPAM / CASL?+

  Suppression lists and unsubscribe enforcement are built into the send path, not bolted on. We enforce honest sender identification, physical-address requirements, and prompt opt-out processing, and we sync suppression state across enrichment, sequencing, and your CRM so a contact who opts out stays out everywhere.