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How to score buying intent from live conversations

By the Rexenda team 5 min read

A practical framework for reading urgency, budget, authority and timing without adding friction for the buyer.

What does buying intent actually look like in a chat?

Buying intent rarely arrives as “I want to buy.” In WhatsApp, chat, email and phone conversations it shows up in smaller pieces: a question about delivery dates, a request for a price on a specific quantity, a mention of a partner who has to approve, or a deadline. A customer who writes “Do you have it in black, and can it arrive before Friday?” is telling you far more than one who writes “Info, please.” Scoring intent means learning to notice these pieces and weigh them together, instead of waiting for an explicit yes.

The difference matters because most small teams cannot give every conversation the same attention. When messages pile up on a Monday morning, a rep who answers strictly in order of arrival treats a curious browser and a ready buyer the same way. A simple, shared way to read intent lets the team answer the hot conversations first, give the lukewarm ones a useful next step, and stop chasing people who only wanted a price to compare. It also gives managers a common language: “this lead is a 70” means the same thing to everyone.

The four signals to listen for: urgency, budget, authority and timing

A practical framework borrows the four classic qualification questions and listens for them instead of asking them like a form. Urgency: is there a problem that needs solving now? Lines like “my current supplier let me down” or “we open the new branch next month” point there. Budget: does the person talk about money in concrete terms? “What would 200 units cost?” or “Is there a better price if I pay upfront?” are strong signals. Authority: who decides? “Let me check with my partner” is not a no; it tells you who else needs to be convinced.

Timing is the fourth signal and often the most useful: when does the buyer need it? “Before the end of the month”, “for the holiday season” or “today if possible” changes how fast you should move. Notice that none of these signals requires an interrogation. They appear naturally if you ask open questions like “What will you use it for?” or “When would you need it?” A good conversation gathers all four in a handful of messages, and the buyer feels helped rather than screened.

How to turn signals into a 0–100 score your team trusts

Once you know what to listen for, give each signal a weight and add them up. A simple starting point, offered as an illustration rather than a rule: up to 30 points for timing, 25 for budget, 25 for urgency and 20 for authority. Subtract points for negative signals such as “just looking”, repeated price-only questions with no detail, or long silences after you send a proposal. Keep the bands easy to remember: 0–39 nurture, 40–69 follow up this week, 70–100 answer now and propose a concrete next step.

The score has to be explainable or nobody will trust it. Next to the number, write down the evidence: “asked for a quote on 50 units, needs it before the 15th, the owner is in the chat.” Review a sample of scored conversations with the team every couple of weeks and adjust the weights when reality disagrees. Rexenda does this reading automatically: each lead gets an AI score from 0 to 100 along with its buying intent, sentiment, estimated value and a suggested next best action, so reps start from evidence instead of a blank screen.

Here is how it might look in practice. A customer writes on WhatsApp: “Hi, we need 40 uniforms for our staff, ideally before the 20th. What would they cost with embroidery? I’ll show the options to my boss.” Timing is clear (25 of 30), budget is concrete because quantity and customization are specified (20 of 25), urgency is moderate (15 of 25) and the decision involves someone else (10 of 20). The total, 70, puts this lead in the answer-now band: send the quote today and offer a short summary the boss can read.

Which conversation lines raise or lower the score?

Some lines deserve more weight than they seem to. Questions about logistics (“Do you ship to Guadalajara?”, “How long does installation take?”) usually mean the buyer is already imagining owning the product. Asking for payment options, an invoice or a formal quote is stronger still. So is a buyer who brings someone else in: “I’m adding my manager to this chat.” Positive sentiment counts too, but carefully: a friendly tone with no concrete detail is pleasant, not necessarily a sign that a purchase is close.

Other lines should lower the score or at least slow you down. “Send me everything you have” often means early research. “Can you do it cheaper than X?” in the very first message points to price shopping, which is worth answering but not worth an hour of your most experienced rep. Negative sentiment after a delivery problem is a support conversation first; trying to upsell there damages trust. And silence is a signal too: if a hot lead stops replying for several days, the score should drop until they re-engage.

How to act on the score without adding friction for the buyer

A score is only useful if it changes what happens next. Agree on one action per band. High scores get a human reply within minutes during business hours and a concrete proposal: a quote, a call, a booked visit. Middle scores get a helpful answer plus a scheduled follow-up. Low scores get good content and a light check-in later. Write these rules down and make them visible, so someone new on the team knows exactly what to do with a 75 on their first day.

Automation helps when it respects the buyer. In Rexenda, a flow can start when a lead’s score changes, for example to assign the conversation to your most experienced rep once it crosses 70, and an AI agent can be triggered when a lead changes stage, filtered by score. The buyer never sees the score; they simply get faster, better-timed answers. Keep people in charge of the important moments, especially pricing exceptions and the final negotiation, and let the score decide who gets attention first.

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