A collection of representative B2B lead discovery scenarios, showing how AI identifies qualified sales opportunities from real-world business conversations.
A Wallet Project Asking About MPC Does Not Mean It Is Ready to Switch
How an MPC wallet infrastructure sales lead can tell concept curiosity, confirmed problems, and active vendor evaluation apart before spending presales hours on one question.
This is an illustrative scenario designed to explain the product’s judgement logic. It is not a real customer case, testimonial, contract, revenue result, or conversion claim.
01Situation
02Signal judgement
03Confidence vs priority
04Human next step
Signals considered
- The team acknowledges onboarding drop-off
- MPC integration constraints are being discussed
- The team will share its stack and test timing
This is a simulated composite scenario. Its messages, numbers, deadlines and business circumstances are illustrative and do not represent a real customer, conversation, contract or result.
Why an MPC question looks like an opportunity
Elena runs sales for an MPC wallet infrastructure provider. Her presales team has room for two deep architecture reviews this month, and eleven wallet projects sit in her pipeline, so every hour of engineering time she promises has a cost somewhere else. The phrase “would MPC fix this?” has misled her before. Multi-party computation (MPC) is a cryptographic approach to key control: the wallet’s private key is split across several parties, so no single device or person can sign a transaction alone. For a team complaining about seed-phrase drop-off, it sounds like the exact remedy — users never see a phrase they can lose, and no single party holds the full key. Hearing “we have a problem” next to “your product category” makes a sales lead reach for a demo slot. That reach is the false positive.
The mention tells you the team has heard of the approach. It does not tell you the team has decided to adopt it, budgeted for it, or understood its trade-offs. MPC changes where keys live and who must cooperate to sign; it does not automatically solve every wallet UX problem. Users abandon signup for reasons that have nothing to do with custody — a slow flow, an unclear fee screen, a broken mobile page. A question like “would MPC fix this?” is often asked by someone who has not yet defined what “this” is.
The cost of the mistake is concrete. A deep architecture review takes a senior engineer out of the delivery queue for days. Spending that on a curious team leaves less room for a team comparing vendors this quarter. The decision Elena faces is not “is this a deal?” It is “how much work does this conversation justify today?” The answer comes from what the team says next, not from the first mention of MPC.
Three readiness levels, not one signal
Sort the conversation into three levels before deciding anything. Curiosity means the team discusses MPC as an idea: no own data, no named constraints, no timeline. Problem confirmation means the team describes a concrete failure with its own numbers or user feedback, but has not decided how to solve it. Vendor evaluation means the team compares specific solutions against constraints it can state, usually against a date. (The scenes below are composite illustrations, not customer messages or metrics.)
Each level is judged by what the team says itself: whether it cites its own data, whether it names constraints, whether a decision maker is present in the thread. Curiosity is not noise — evaluation threads start somewhere — but it earns a different amount of your time than the other two levels. Three short scenes show the difference in practice.
Scene one — curiosity: a word in the roadmap discussion
A project’s technical group is reviewing roadmap items. One member posts: “Has anyone here worked with MPC before? I keep seeing it mentioned.” Two others answer with links to articles. Nobody cites the project’s own data, nobody names a constraint, nobody asks about pricing or migration effort. (Illustrative.)
What is observable: the question targets the concept itself, the replies are general reading material, and no project-specific context enters the thread. What remains unknown: who asked for the roadmap item, whether a decision maker is aware of it, and whether any problem has been measured at all.
Judgement: curiosity. The right response is a short note, not presales work. The thread has not earned a single engineer-hour, and replying with a deck would teach the group to ask you instead of deciding.
Scene two — problem confirmation: their own drop-off number appears
The same group, a few days later. A product owner writes that a large share of new users abandon wallet setup in the first two steps, and that support tickets about lost phrases arrive weekly. A teammate asks whether MPC would remove the phrase step entirely. (Illustrative number.)
What is observable: the team has named its own problem with its own data and connected the problem to the proposed approach. What remains unknown: whether leadership treats this as a priority, whether simpler fixes were tried first, and whether the team has the mandate to switch key management at all.
Judgement: problem confirmation. This justifies a light conversation and one pointed question — “what have you tried so far?” — but not an architecture review. The team has a problem; it does not yet have a decision process. Asking what was tried before lets them answer without committing to anything.
Scene three — vendor evaluation: constraints, a timeline, and a named process
Weeks later the thread changes character. The messages now include: “it must work on our existing chain,” “the migration cannot touch user balances,” “we are speaking to two providers next month,” and a named decision maker asking for a comparison of key-management models. (Illustrative.)
What is observable: named constraints, a stated timeline, a comparison process, and a decision maker present in the conversation. What remains unknown: the budget range, internal approval steps, and whether the incumbent provider was approached and already failed — an absence of complaints about the incumbent is not evidence that it cannot meet the requirements.
Judgement: vendor evaluation. This is the level that earns presales hours. Even here the first deliverable is a scoping conversation, not a full proposal, and the sales lead confirms the constraints in the same call instead of assuming the thread is complete.
Reply lightly, then decide what the thread earns
A short reply is enough at the first two levels: “Happy to explain how MPC handles key recovery — is there a specific flow you are measuring?” That one sentence moves the conversation toward a named problem or ends it, and it costs nothing. (Illustrative reply, not a transcript.) At the third level, the same habit works in reverse: shorter answers, sharper questions about their constraints.
When a thread does earn follow-up, organizing what is already visible beats guessing from memory. A tool like Top Prospect can help: it reads only the Telegram groups you intentionally connect and are authorized to access, deduplicates repeated posts so the same question asked twice appears once, keeps the original message with its source and context for you to check, and orders conversations by which ones mention their own data and constraints so you can decide where human review pays off. It does not automatically contact group members, and it does not certify that a question means buying intent — the readiness call stays with the sales lead.
None of this makes the decision automatic. A question about MPC is the start of a conversation, not a stage in a funnel. The team that names its own problem, its constraints, and its timeline is ready to talk; the team that repeats a buzzword is still exploring. Telling the difference before the presales team is booked — not after — is the job, and it is a job a single question should never decide.