Every seller enquiry contains more information than it appears to contain.

Not hidden information. Not information the seller is deliberately withholding. Information that is present in the language, structure, and content of the message, but that requires a structured reading to extract.

A signal, in this context, is any element of an enquiry that carries meaningful evidence about a seller’s intent, readiness, or instruction likelihood. A signal is not a keyword. Keywords are surface features: the presence of the word “sell” or “valuation” tells you very little about whether this seller is likely to instruct in the near term. Signals are structural. They indicate position in the decision process, not merely subject matter.

A signal is also not sentiment. Sentiment analysis reads emotional tone: urgency, anxiety, enthusiasm, hesitation. Tone is relevant but it is not determinative. The seller who writes calmly and methodically may be closer to instructing than the seller who writes with apparent urgency. Signals read what a seller is about to do. Sentiment reads how they feel about it. These are different tasks.

Signals exist in a hierarchy. Some carry more weight than others. Understanding the hierarchy is what separates structured intent assessment from intuitive guesswork.

Tier one signals: motive, timeline, friction

The strongest signals are those that speak directly to the seller’s reason for moving, their timeframe for doing so, and the real-world constraints shaping their decision. These are tier one signals. When present, they dominate the assessment.

Motiveis the underlying reason for selling. Life events produce the strongest motives: relocation for work, family change, financial necessity, health circumstances, inheritance, upsizing driven by a growing family. A seller who names their motive, even obliquely, is signalling that a real decision is underway. “We’re thinking of downsizing now that the children have left” is a motive signal. It indicates a life change that has already occurred and is now driving a property decision.

Timelineis when the seller needs or wants to act. A defined timeline is one of the strongest indicators of instruction likelihood because it indicates that the decision is not abstract: there is a date, a deadline, or a sequence of events that makes inaction costly. “We need to be in the new property before September” is a timeline signal. It tells you that this seller is not exploring possibilities. They are moving toward a fixed point.

Frictionis any constraint that the seller has named as shaping their decision: a tenancy that ends on a particular date, a chain that depends on another sale, a planning situation, an executor’s timeline on an inherited property. Friction signals matter because they indicate a seller who has already thought carefully enough about their situation to identify the complications. That level of engagement is characteristic of someone who is seriously considering a move, not someone who is idly curious.

Tier two signals: behavioural indicators

Tier two signals are evidence of prior engagement with the selling process. They indicate that the seller has already taken steps, has already begun the journey, even if they have not yet committed to an agent.

Prior valuation contact is one of the strongest tier two signals. A seller who mentions that another agent has already valued their property is not at the start of the process. They are in the middle of it. They are comparing. The fact that they are contacting a second agent means the first conversation did not result in an instruction, but the decision to sell is already sufficiently advanced to have generated agency contact.

Market research evidence indicates a seller who has been actively researching: references to sold prices in the area, mentions of specific comparable properties, awareness of current market conditions. Casual enquirers rarely arrive with specific market knowledge. Active sellers almost always do.

Multi-channel contact is another strong tier two signal. A seller who has sent the same enquiry via email and portal, or who mentions they have also called the office, is demonstrating a level of engagement inconsistent with passive curiosity. Motivated sellers follow up. Curious enquirers typically do not.

An agent who reads an enquiry to formulate a response is doing a different task from an agent who reads it to understand the seller.

Tier three signals: tone

Tone is the weakest signal tier, not because it is irrelevant, but because it is the most easily misread and the most prone to producing incorrect assessments when treated as primary evidence.

Urgency in tone can indicate genuine urgency. It can also indicate anxiety about a process the seller is not yet close to beginning. Calm, measured language can indicate a seller who is not serious. It can equally indicate a seller who has made their decision and is now methodically selecting an agent.

Tone is most useful as a contextual modifier rather than a primary signal. When tier one and tier two signals are present, tone can help calibrate the assessment. When they are absent, tone alone is insufficient to draw meaningful conclusions about instruction likelihood.

This is one of the reasons sentiment analysis, which operates primarily on tone, produces unreliable results when applied to instruction likelihood assessment. Sentiment reads how a seller feels. Intent assessment reads where they are in their decision.

The contradiction rule

The most important principle in signal reading is this: when substance and style conflict, substance wins. This is also why reading signals out of an enquiry and deciding what they mean are two distinct tasks that fail in different ways when conflated into a single step.

A seller can write tentatively about a decision they have already made. “We’re just starting to think about this” is a common framing from sellers who have been thinking about it for six months and are ready to act. The tentative framing is a social convention. It manages expectations and avoids the vulnerability of appearing too eager. It is not evidence of low intent.

Conversely, a seller can write with apparent urgency about a situation they are years from resolving. Tone does not override evidence.

When a tier one or tier two signal is present, it takes precedence over the tone of the message. The seller who writes “we’re not in any rush, just curious what prices are like” but also mentions that they have already spoken to a solicitor about the process is not a low-intent enquiry. The substance contradicts the framing. The substance is the signal.

Three enquiries

The signal hierarchy is most useful when applied to real language. Here are three fictional enquiries with their signals annotated.

Enquiry A

“Hi, we’re looking to sell our family home in the next few months. We’ve already had one agent round but weren’t entirely happy with their approach. We need to be out before my husband starts his new job in Leeds in October. Could someone call us to arrange a valuation?”

  • Motive: Relocation for work, named explicitly. Tier one.
  • Timeline: October deadline, fixed and named. Tier one.
  • Prior contact: One agent already visited. Active selection underway. Tier two.
  • Action orientation: Explicit valuation request. Tier two.

Three tier one or two signals present. No contradicting signals. This seller is in active selection with a hard deadline. Highest priority.

Enquiry B

“We inherited a property from my mother last year. It’s been sitting empty and we’re now in a position to do something with it. We’re not in a massive rush but would like to understand what it might be worth and what the process would look like.”

  • Motive: Inheritance, named. Decision-forcing event. Tier one.
  • Friction: Property has been empty, carrying cost. Tier one.
  • Tone: “Not in a massive rush,” tentative framing. Tier three only.

The tone suggests low urgency. The substance contradicts it. An inherited property sitting empty for over a year is a carrying cost and a management burden. The motive is real. The timeline is soft but the situation is not passive. Contradiction rule applies: substance wins. Medium-high priority.

Enquiry C

“Just wondering what properties like mine are selling for at the moment. Nothing definite, just keeping an eye on things.”

  • Motive: None stated. Tier one signal absent.
  • Timeline: None stated. Tier one signal absent.
  • Tone: “Nothing definite,” explicitly low intent framing.

No tier one or tier two signals present. Tone confirms low intent. This enquiry is consistent with passive market curiosity. Standard priority. Respond, but do not treat as an instruction opportunity in the near term.

The three enquiries arrived in the same inbox on the same morning. Without signal reading, they enter the queue in the order they arrived. With it, Enquiry A is first call of the day. Enquiry B is second. Enquiry C is handled at standard priority.

The agent made no additional effort. They simply worked the queue in the right order.