Pillar Guide · 2026

What an AI SDR must do — and how Sera does it

Most teams arrive at the AI SDR category confused about what should and shouldn't count as one. Below is the working definition we use after deploying Sera on 100+ B2B teams: the six jobs every inbound AI SDR must do, why each matters, and how Sera covers all six. Use this as the buyer's frame before you compare vendors.

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By Chandan Maruthi, CEO of Twig · Updated May 2026

Sera, the AI SDR from Twig

AI SDR

Sera

Inbound · by Twig

Online

Chat, voice, email

Chat· Voice· Email

Qualifies + books

Intent classifier → calendar handoff

24/7, no queue

Under-60-second first response

Working definition

An inbound AI SDR is an autonomous agent that handles website demo requests, inbound calls, and inbound email — qualifying intent, booking the meeting, and logging to your CRM — without human intervention on the majority of conversations. It's not a chatbot (rules-based, pre-LLM). It's not an outbound dialer. It's the post-LLM replacement for the “form + 24-hour callback” motion that runs most B2B inbound today.

The 6 jobs every AI SDR must do

For each job: why it matters, the failure mode if you skip it, and how Sera handles it. Use this as the buyer's scorecard.

01

Respond in under 60 seconds — 24/7

Why it matters: The Harvard / InsideSales benchmark: contact rate drops 100× after 5 minutes. Industry median first response on B2B inbound is over five hours. By then the visitor is on a competitor's site.

Failure mode: Human SDR coverage that misses nights, weekends, and EMEA hours. Forms that promise "we'll be in touch within 24 hours."

How Sera does it: Sera answers in under 30 seconds across chat, voice, and email — no business hours, no queue, no inbox triage. The under-60-second target isn't a stretch goal; it's the baseline.

How Sera hits the 5-min cliff →
Sera ships fast — under-60-second response times
02

Qualify by intent, not keyword

Why it matters: Inbound is messy. The same person says "do you support SAML?", "how do I set up SSO?", and "is this enterprise-grade?" — all asking the same thing. A rules engine can't disambiguate; an LLM can.

Failure mode: Rules-based decision-tree playbooks (the Drift / Qualified era) that force visitors down a branch instead of understanding what they actually need.

How Sera does it: Sera runs an LLM-driven intent classifier that handles multi-turn conversations, follow-up questions, and ambiguous phrasing. Most teams collapse 12+ legacy playbooks into 4–6 Sera intents because the LLM disambiguates automatically.

Why rules-based chat is showing its age →
Intent-driven qualification — accurate answers, not keyword matching
03

Cover all three channels — chat, voice, email

Why it matters: 32% of B2B demo requests land outside 9–5. A meaningful share land on the phone or in email. A chat-only AI SDR catches one channel and loses the rest to silence.

Failure mode: Chat-only platforms (Qualified, Drift) that require you to stack a separate voice provider and a separate email auto-responder. Three vendors, three integrations, three failure points.

How Sera does it: Sera answers your inbound phone line, replies to demo-request emails, and runs your site chat — one agent, three channels, one CRM logging path.

Channel comparison: 4 tools →
Sera handles chat, voice, and email in one agent
04

Integrate with your CRM — without lock-in

Why it matters: Inbound qualification only matters if the data lands in the right place. Without a clean CRM write-back, AI SDR becomes a chat tool, not a pipeline tool.

Failure mode: Vendor-CRM lock-in (Qualified post-Salesforce). Per-seat licenses that punish growth. Custom connectors that break when fields change.

How Sera does it: Native OAuth for HubSpot, Pipedrive, Microsoft Dynamics, Attio, Close, Folk. REST API and webhooks for everything else. No CRM preference baked in.

The CRM-agnostic case →
CRM-agnostic integrations — HubSpot, Pipedrive, Dynamics, Attio
05

Hand off to a human with full context

Why it matters: When AI can't resolve, it has to escalate cleanly — intent, retrieved context, attempted response, confidence score. Otherwise the customer re-explains from scratch and CSAT tanks.

Failure mode: Klarna's 2025 walk-back was driven in part by weak escalation handoffs. Customers had to repeat themselves; the human agent picked up cold. The same trap catches every team that optimizes for automation rate instead of escalation quality.

How Sera does it: Every Sera escalation includes classified intent + the full conversation + retrieved knowledge-base context + confidence score, dropped into your Slack channel, HubSpot inbox, or shared inbox of choice. Humans pick up mid-conversation, not from zero.

Lessons from Klarna's walk-back →
Clean escalation handoff — full context on every transfer
06

Show its work — every conversation, auditable

Why it matters: Sales-side audits, security reviews, compliance teams — they all need to know exactly what the AI said and why. Black-box AI SDR fails procurement on enterprise deals.

Failure mode: Platforms that log a transcript but not the AI's reasoning, retrieved knowledge, or confidence per turn. Looks fine until a customer disputes what was promised.

How Sera does it: Every Sera conversation logs the classified intent, retrieved sources, model output, confidence score, and any human override. SOC 2 Type II, PII screening, role-based access, SSO/SAML, US/EU data residency.

What's actually included in the price →
Audit trail per conversation — model output, sources, confidence

Where to go next

The rest of the cluster is organized by what you're actually trying to do.

Evaluating the category

If you're shopping for your first AI SDR, start with the pricing and the buyer's guide. Then run the ROI for your CFO.

Already on Drift or migrating off

Drift folded into Salesloft post-2022 — same structural problem as Qualified.

B2B SaaS specifically

Pricing-page intent, after-hours coverage, the 5-minute cliff — applied to the SaaS use case.

People also ask

What's the difference between an AI SDR and a chatbot?+

Chatbot is a 2018 word — rules-based decision trees, scripted flows, no real comprehension. AI SDR is the post-LLM version: handles multi-turn conversations, understands intent, qualifies fit, books on the calendar, logs to CRM, escalates with full context. The difference is the same as Google Search vs ChatGPT.

What's the difference between an AI SDR and an AI receptionist?+

Mostly framing. "AI receptionist" emphasizes the voice / front-desk role (dental, real estate, home services). "AI SDR" emphasizes the demo-qualification role (B2B SaaS). Same underlying agent, different go-to-market language. Sera covers both shapes.

Does an AI SDR replace human SDRs?+

No — and the teams pitching it that way are setting themselves up for the Klarna walk-back. AI SDR handles tier-1 inbound (qualifying, scheduling, FAQs); human SDRs move up the value chain to complex deals, expansion, and outbound. "Capacity freed up for higher-value work" is the truer and safer framing.

Do I need to be on Salesforce or HubSpot to use an AI SDR?+

Depends on the vendor. Qualified post-acquisition is SFDC-only for new contracts. Sera is CRM-agnostic — native integrations for HubSpot, Pipedrive, Microsoft Dynamics, Attio, Close, Folk, plus REST API and webhooks for anything else.

What does an AI SDR cost?+

Two pricing models. Per-seat (Qualified, Drift, Ada) — ~$30K–$120K+/year. Per-resolution (Sera, Intercom Fin) — Sera at $5/resolved ticket lands most teams at $12K–$40K/year. The per-resolution model aligns cost with value; per-seat punishes growth. See the pricing page for the full breakdown.

How long does it take to deploy an AI SDR?+

Vendor-dependent. Decagon: 4–8 weeks. Qualified: 6–12 weeks. Drift: 6–10 weeks. Sera: 2–4 weeks for a typical B2B SaaS team — the bottleneck is content audit, not technical setup.

See Sera do all six jobs

30-min call. Live demo on your real content — Sera qualifying chat, answering a voice call, replying to a demo email, logging to your CRM, escalating with full context. All six jobs, one agent.

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