Use case · Inbound sales
Every inbound lead gets a real reply before the weekend starts.
A qualification agent picks up each demo request as it lands, researches the company, asks the questions your SDRs would ask, and scores the answers against your ideal customer profile. Qualified buyers get a meeting on a rep's calendar; the CRM gets the full record.
For revenue leaders and sales operations managers at B2B companies whose inbound demo requests outpace their SDR team.
One lead, two weekends
A demo request lands at 18:40 on a Friday.
The same form submission, from the same operations director at a mid-sized logistics firm, handled two ways.
Round-robin queue
Form submitted: "Looking at options to automate carrier onboarding. Can we see a demo?"
Auto-responder sends a generic thank-you and promises contact within one business day.
Lead is assigned to an SDR whose queue already holds the weekend's other submissions.
SDR sends a templated email asking for a call and three times that suit.
Prospect replies that they have already scheduled calls with two other vendors this week.
Discovery call finally booked for the following Tuesday. CRM notes read "interested, follow up".
With the qualification agent
Same form submission arrives.
Agent enriches the record: headcount, sector, current CRM, region, and whether the account is already open with an AE.
Personal email goes out, referencing carrier onboarding and asking about volumes, current tooling and who else is involved.
Prospect answers two of three questions. Agent scores the lead as a strong ICP match and offers three slots from the account executive's calendar.
Meeting booked for Tuesday 10:00. A question about volume discounts is logged for the AE, not answered.
AE opens a one-page brief in Salesforce: answers, enrichment sources, score rationale and the open pricing question.
Three ways to handle inbound
What each approach is actually good at.
No option wins every row. A good design keeps humans and simple rules where they already work.
| Criterion | Round-robin to SDRs | Form rules & scoring | Qualification agent |
|---|---|---|---|
| Evenings and weekends | Waits for the next shift | Scores instantly but cannot hold a conversation | Replies and follows up at any hour |
| First message | Personal when the SDR has time, templated when they don't | Fixed template chosen by rule | Written from the form, the company and the stated need |
| Reading nuance and politics | Strongest: an experienced SDR hears hesitation | None | Handles plain questions; hands anything unusual to a person |
| Consistency of qualification | Varies by rep and by day | Consistent but limited to form fields | Same criteria applied to every conversation, with reasons recorded |
| Setup effort | Low: hire and train | Lowest: configure in your marketing platform | Higher: ICP, tone, routing and CRM mapping need agreeing first |
| Pricing and negotiation | Handled by people | Not applicable | Never: always routed to a human |
| CRM record quality | Depends on discipline after each call | Structured but thin | Full transcript, answers and sources written back automatically |
Inside the agent
From form fill to booked meeting.
Three steps run for every inbound lead, whether it arrives at noon on Tuesday or late on a Sunday.
Conceptual flow, not a live system or measured result.
Enrich and check the record
When a form, chat or inbound email arrives, the agent looks up the company from the email domain using the data providers you already license. It adds headcount, sector, location and technology signals, then checks the CRM for an existing account, open opportunity or named owner. Existing customers and accounts in an active deal are routed straight to their owner instead of being qualified again. Free-mail addresses, competitors and obvious spam are separated before any message is sent.
Ask, listen, score
The agent writes a short first message that responds to what the prospect actually said, then asks the qualifying questions your team has agreed: problem, scale, timing, who else decides. Replies are read and scored against your ICP criteria, with each point of the score linked to the sentence or data source behind it. Questions it cannot answer from approved material, such as pricing, contract terms or roadmap commitments, are acknowledged and passed to a named person rather than improvised.
Book, route, record
Qualified leads are offered slots from the right rep's calendar, based on your territory and routing rules. Leads that fall short are placed into a nurture sequence or told plainly that another option may suit them better. Every step is written to the CRM as activities and fields your reps already use: the conversation, enrichment sources, score, reasons and next step. Sales managers can review any disqualified lead and overturn the decision.
Illustrative model
Estimate the pipeline waiting in your queue
This model shows what might be at stake if leads that currently wait longer than an hour were answered promptly. Every default is a placeholder. The uplift figure in particular is an assumption you choose, not a measured or promised effect.
Leads waiting today = leads × (1 − share contacted within an hour). Extra meetings = leads waiting × meeting rate × your assumed uplift. Pipeline at stake = extra meetings × pipeline per meeting. The uplift is applied only to leads not already answered quickly. It ignores win rates, sales capacity and platform cost, and is an illustration rather than a forecast.
Illustrative model, not a quote or a measured result.
Connected systems
Where the agent reads and writes
- Salesforce Sales Cloud
- HubSpot
- Microsoft Dynamics 365 Sales
- Outreach and Salesloft
- Calendly and Chili Piper
- ZoomInfo
- Intercom
- Microsoft 365 and Google Workspace calendars
Poor fit
When a qualification agent will not help.
A qualification agent needs volume, an agreed definition of a good lead and a sales team ready to take the meetings.
- You receive a few dozen inbound leads a month. A rep with a phone alert will answer them faster and more personally than any system you pay to build.
- Sales and marketing have not agreed what a qualified lead is. The agent will apply whatever criteria you give it, so an unresolved argument becomes an automated one.
- Account executives are already fully booked. More meetings from faster replies will only lengthen their lead times; hiring or re-territorying comes first.
- Your market expects the first conversation to be with a senior person, such as board-level advisory work. An automated first touch may cost more trust than speed gains.
What sales leaders ask us
Questions from revenue teams.
Will prospects know they are talking to an AI agent?
We recommend they do. The agent can introduce itself as an assistant working with your sales team and offer a human at any point. Transparency rules for automated interactions are tightening in several jurisdictions, and buyers who discover it later tend to feel misled. The tone, signature and hand-off wording are yours to approve before launch.
What stops it quoting prices or promising features?
The agent only answers from material you approve, such as product pages, security documentation and published plans. Topics you mark as restricted, typically pricing, discounts, contract terms and roadmap dates, trigger a hand-off message and a task for a named rep. Every outbound message is logged, and sampled messages are reviewed weekly during the pilot.
How does it fit with our existing CRM and routing?
It writes to the objects and fields your team already uses in Salesforce, HubSpot or Dynamics: leads, contacts, activities and custom qualification fields. Territory and round-robin rules stay in the CRM or your scheduling tool; the agent calls them rather than duplicating them, so a change in routing is made once.
How do we know the scoring is any good?
Before launch, we score a sample of historical leads and compare the results with what actually happened to them. In the pilot, sales managers review disqualified leads and overturn any they disagree with. Overturn rates and reasons show whether the criteria or the questions need changing. We do not quote an accuracy figure in advance.
Where is prospect data processed, and what about GDPR?
The agent can run in your own cloud tenancy and region. Enrichment uses providers you already license under their terms. You remain the controller, so your privacy notice and lawful basis for processing inbound enquiries apply as they do today. Conversation data is retained according to your CRM retention policy, not held separately by us.
What drives the cost?
Mainly lead volume and conversation length, the number of channels involved (email, website chat, messaging apps), enrichment data licences and how much custom CRM work routing requires. A single-channel pilot on one region's inbound traffic is the usual starting point, and gives you real volumes to price the rest from.
Go deeper
The pieces behind this workflow.
What would you like to move forward?
Start with the outcome that feels closest. We'll help give the next step a useful shape.
One conversation. A clearer direction.
Tell us what you want to improve. A few sentences are enough to start.
shayan@coldai.orgLast reviewed 25 September 2026.