AI SDR Features to Look For: A Buyer's Checklist

The AI SDR features worth checking are data quality, visible research, an approval mode, enforced deliverability guardrails, reply handling, honest channel coverage, reporting by meeting and clear pricing. Treat sending volume as a risk to constrain, not a feature to maximise.

1. Where the prospects come from

Every AI SDR is only as good as its list. Ask:

• Does it start from your website visitors, lookalikes, a database or your own upload?
• How fresh is the data and how are contacts verified?
• Does it find contacts per target account, or include a bundled database?

BusinessMCP’s AI SDR says it starts from identified visitors, uses lookalike discovery and databases, and waterfall-enriches decision-makers. It does not claim a large bundled contact database; its Artisan comparison says it finds contacts per targeted account. Neither model is universally better. See warm outbound.

2. Research you can inspect

The difference between an AI SDR and mail-merge is research. Look for tools that show the observation behind each message, such as a recent post or role change, so you can reject generic output. If you cannot see the research, you cannot audit it.

3. Approval modes

You want control over how much the tool does unattended. The BusinessMCP build guide describes three modes: manual with drafts only, assisted with a human approving each send, and autonomous within guardrails. Whatever the vendor calls them, you should be able to start cautiously and loosen later.

Key takeaway: Prefer a tool you can supervise from day one over one that is fast but opaque. Trust should be earned by the output, not granted by the sales page.

4. Deliverability guardrails

This is the feature that protects your business. Check that these are on by default and cannot be quietly overridden:

Guardrail	Why it matters
Separate sending domain	Protects your primary domain
SPF, DKIM and DMARC support	Required for reliable inbox placement
Warm-up ramp	New domains have no reputation
Daily cap per domain	BusinessMCP’s guide cites about 200
Verified-address-only sending	Keeps bounces down
Automatic suppression	Bounces, complaints and unsubscribes
One-click unsubscribe	Expected by mailbox providers
Send-time windows	Reaches people during their working day

BusinessMCP’s page lists all of these as enforced by default. Our deliverability article explains the thresholds behind them.

5. Channels, stated honestly

Ask which channels are automated, which are assisted and which are absent. BusinessMCP is explicit: email is the only fully automated channel, LinkedIn is drafted and sent with one click, and there is no AI calling. That clarity is worth more than a long list of vague integrations. See LinkedIn outreach for why assisted LinkedIn sending can be a feature rather than a gap.

6. Reply handling

Check whether the tool classifies replies, answers simple questions, sends a booking link to interested prospects and updates the CRM, and what it escalates. Ask what it does with ambiguous or negative replies; the right answer is to hand them to a human. More detail in AI SDR reply handling.

7. CRM, analytics and booking

A built-in CRM, analytics and booking reduce tool sprawl. BusinessMCP includes these, while some competitors sync to an external CRM, per its comparison pages. If you already live in a CRM, check sync quality and field mapping instead.

8. Reporting that counts meetings

Look for reporting by meetings held and cost per meeting, not just opens and sends. Email opens are an increasingly unreliable signal. BusinessMCP has a guide on the topic, why email open rates are dead, which is worth reading as a vendor view.

9. Pricing and contract

Monthly or annual? What is included? What happens at the limit? BusinessMCP lists its Scale plan at $199 a month, month-to-month, with 300 prospects a month. Compare against others using the pricing breakdown.

10. Data, exit and compliance

• Who owns the contact data and sending domains?
• Can you export everything?
• Does the vendor publish a data processing agreement and privacy information?
• Does it help with opt-outs and your postal address in messages?

Scorecard you can copy

Feature	Must have	Nice to have	Not needed
Approval before send
Enforced caps and warm-up
Inspectable research
Reply handling
Built-in CRM
Phone calls
Month-to-month billing

Mark each row for your situation, then score two or three tools against it using the best tools roundup as a starting list.

Questions to put to a vendor on a demo call

Features on a page are claims; a demo is where they get tested. Ask the vendor to show, not tell, on your own scenario. Request a live run on three of your target accounts and watch where the research comes from. Ask them to open the settings that control daily caps and warm-up and show whether an admin can override them. Ask what happens when a prospect replies “not interested” after a follow-up is already scheduled, and watch whether the sequence stops.

Then probe the commercial edges. What is excluded from the plan price? What does the tool do when you reach the prospect limit, stop or charge more? Is there a free tier or trial long enough to see real replies, which takes weeks rather than days? Can you export contacts, conversation history and sending domains if you leave?

Finally, ask for limits in plain words. A trustworthy vendor will tell you what the product cannot do, as BusinessMCP lists its own gaps such as no AI calling and a smaller integration marketplace. If a salesperson cannot name a single limitation, treat that as information about the sales process, and test harder before you pay.

Whatever you choose, revisit the checklist after three months of real use. Features you thought essential often go unused, while a quiet one, such as automatic suppression or clear reporting, turns out to matter most. Update your scorecard with what you learned and use it again at renewal time.