AI business signal discovery from selected Telegram communities
Turn Telegram business communitiesinto a reviewable Signal workspace
Top Prospect is Telegram lead-generation software for B2B sales teams. Its business-signal intelligence workflow organizes relevant discussions from selected, authorized groups into traceable candidate leads for human review.
RulesRule-based signal screening
6 TypesBusiness discovery capabilities
SourceTraceable source evidence
HOW THE WORKFLOW STAYS REVIEWABLE
Unselected sources stay outside monitoring
Matches appear in Leads for human review
Scores explain review priority
Contact actions stay user-initiated and user-controlled
Top ProspectSIGNAL FIELD
Configured source reviewCross-Border CommerceSelect a community to inspect its signal path
01
Business DiscussionsMessages from selected communities
AIReviewing buying and channel discussionsSemantics · Recency · Sources · Intent
1,918Discussions
4Signals
SourceTraceable
02
Candidate SignalsCandidates ordered for evidence review and human judgment
DEMAND CANDIDATE92
Looking for a Southeast Asia media buying partner“We need a team with proven regional campaign experience and are ready to review options.”
COMPETITOR CANDIDATE86
Comparing alternatives after slow supplier response“Our current provider is too slow. Does anyone have a more reliable recommendation?”
RISK CANDIDATE78
The same logistics issue is appearing across communities“Delays have increased over the last three days, and teams are preparing alternatives.”
When public information arrives late,
the opportunity window gets smaller
Selected Telegram communities can contain discussion of platform rules, buying demand, competitor complaints, and channel risks. Top Prospect groups related messages into candidate Signals with source evidence, scores, and suggested verification actions.
Explore Capabilities →CAPABILITIES — Six Ways to Find What Matters
Industry changes · Active demand · Competitors · Risk · Opportunities · AutomationReview industry-change discussions in one place
Top Prospect checks configured communities for discussion of platform rules, policy changes, and infrastructure issues, then organizes related messages as candidate Signals for review.
ILLUSTRATIVE GROUP MESSAGE
“Seeing checkout failures again today. Anyone using a backup acquiring route in Thailand?”Commerce operations · illustrative message
Candidate Signals
- Platform and policy changes
- Logistics and payment shifts
- API and service pricing
Reviewable Output
Candidate summary, first-seen time, related source count, and traceable source messages.
Review PurposeHelp you decide whether campaign, supply-chain, or product plans need attention.
View Related Product Module →Prioritize discussions that may indicate supplier demand
Top Prospect organizes candidate discussions around requests, vendor comparisons, and replacement needs, then explains review priority using context, recency, and clarity. People confirm whether the need is real.
ILLUSTRATIVE GROUP MESSAGE
“Need a team that knows SEA. Current agency is too slow… any recs?”Cross-border growth · illustrative message
Candidate Signals
- Requests for quotes or referrals
- Searching for a provider or partner
- Replacing an existing supplier
Reviewable Output
Candidate summary, author, priority score, reasoning, and suggested verification action.
Review PurposeHelp you review better-supported candidate Signals before deciding whether to follow up.
View Related Product Module →Turn competitor discussions into practical market research
Organize community feedback around selected competitors. Go beyond mention counts by separating pricing discussion, product feedback, complaints, and statements about switching providers.
ILLUSTRATIVE GROUP MESSAGE
“Renewal jumped again. We’re checking two alternatives before Friday.”SaaS operators · illustrative message
Candidate Signals
- Pricing and campaign feedback
- Product gaps and complaints
- Customer switching intent
Reviewable Output
Competitor candidate cards, discussion changes, representative evidence, and related candidate discussions.
Review PurposeAdd community evidence to your decisions about product, pricing, and how to position the offer.
View Related Product Module →Group related market-risk discussions for review
When several communities discuss the same service failure, compliance change, or channel issue, Top Prospect groups the related messages into a risk candidate and explains its review priority.
ILLUSTRATIVE GROUP MESSAGE
“Anyone else seeing payout delays this week? Support hasn’t replied.”Payment operations · illustrative message
Candidate Signals
- Service outages and anomalies
- Channel credibility changes
- Policy and compliance risks
Reviewable Output
Review priority, possible scope, discussion change, related sources, and suggested verification action.
Review PurposeHelp you decide from the source evidence whether a risk response is needed.
View Related Product Module →Review topics gaining attention across communities
Organize related discussion of a new tool, need, market, or operating model across selected communities, then use context and change over time to prioritize human review.
ILLUSTRATIVE GROUP MESSAGE
“Three sellers asked about local returns in Poland this morning.”Marketplace operations · illustrative message
Candidate Signals
- New needs and use cases
- New channels and tools
- Cross-community topic growth
Reviewable Output
Discussion change, first-seen time, related sources, and suggested validation questions.
Review PurposeHelp you decide whether a topic is worth further testing.
View Related Product Module →Receive new matches for a defined business target
Choose Signal Sources, describe the messages you want in Target, then add keywords, review frequency, and applicable groups. Matches enter Leads for review with the source text and AI assessment.
ILLUSTRATIVE GROUP MESSAGE
“Can this alert only when two different groups mention the same issue?”Signal rule setup · illustrative message
Candidate Signals
- Target and keywords
- Review frequency and group scope
- Optional new-lead notifications
Reviewable Output
Lead candidates with the original message, source, time, and AI assessment; optional Telegram notifications for new Leads.
Review PurposeReduce repetitive group checking while keeping demand verification and every contact action user-decided, user-initiated, and user-controlled.
View Related Product Module →REAL PRODUCT WORKSPACES
See the five workspaces used to find, assess, and review a Lead
Move through Signal Sources, Matching Rules, Leads, Group Analysis / History, and New Lead Notifications. The layout reflects real product capabilities; all visible data is an anonymized composite.
REAL PRODUCT VALUE
From finding a message to deciding whether to follow up
The sections below mirror real product workspaces and boundaries. All interface data is an anonymized composite used only to explain the workflow.01⌕LEAD REVIEW
Decide faster whether a Lead deserves follow-up
Review the original message, source, time, matched rule, repetition, AI assessment, and Opening suggestion on one page.
- The message and decision context stay attached
- Copy username and Open in Telegram are user-initiated
- The product does not independently decide whom to contact or initiate automated outreach; contact actions remain user-initiated and user-controlled
02◫GROUP ANALYSIS
Analyze one group around a specific business question
Choose an analysis goal, time range, and message limit, then return to History to review the result.
- Comprehensive Insight, Group Profile, and Business Value
- Lead Discovery, Risk & Sentiment, and Custom
- A valid result can explicitly contain zero findings
03◎MONITORING CONTROL
Control monitoring scope and cadence
Turn Signals on only for accessible groups, then combine Target, Keywords, review frequency, and applicable groups in each rule.
- You choose which groups enter monitoring
- You decide when a rule is enabled
- A keyword hit is not a final judgment
Signal Sources
ANONYMIZED · NOT CUSTOMER DATAControl which authorized Telegram groups enter monitoring.
TELEGRAMConnected
Selected2 anonymized demo groups
GroupPrimary languageSync statusSignal
Cross-border Product · AnonymousChinese / EnglishSyncedOn
SaaS Growth Exchange · AnonymousEnglishSyncedOff
iOnly user-connected groups within the account’s access boundary are processed. Private chats and unauthorized groups are not read.
Matching Rules
ANONYMIZED · NOT CUSTOMER DATAKeep the business target, keywords, cadence, and source scope in one rule.
MATCHING RULE
EnabledLATAM payment integration demand
TargetFind messages from teams looking for LATAM local payment integration or acquiring providers
Check frequencyEvery 30 minutes
Applies to2 selected groups
Keywords
payment integrationlocal acquiringLATAMlocal payments
iNew rules start disabled and run only after you enable them. Keywords screen messages; AI assessment and human review keep unknown facts unresolved.
Leads
ANONYMIZED · NOT CUSTOMER DATAReview the match, original message, and suggested opener.
AI SCORE84/100
Original message
“Looking for a team familiar with local payment integration in LATAM. Spanish support would help. No date yet—just reviewing options.”
AI assessment
The service category, region, and provider-search intent are clear. Budget, priority countries, technical stack, buying authority, and timing remain unknown.
Opening suggestion
Hi—saw that you are exploring local payment integration in LATAM. We have worked on a similar scope. Which countries and current stack are the priority?
iThe score only orders review. Whether and how to contact someone always remains your decision.
Group Analysis
ANONYMIZED · NOT CUSTOMER DATAAnalyze a selected group around one question and keep results in History.
Analysis goal
Comprehensive InsightGroup ProfileBusiness ValueLead DiscoveryRisk & SentimentCustom
- Time range
- Last 24 hours
- Message limit
- Up to 2,000
- History
- Saved result · available to reopen
No confirmed LATAM payment procurement plan found
Payment-integration discussions exist in this range, but the available messages do not establish budget, launch timing, or buying authority. Related messages remain available for human review.
↗Saved result · available to reopen
New Lead Notifications
ANONYMIZED · NOT CUSTOMER DATASend only new-Lead alerts to a Telegram Bot the user has actively bound.
- Bot binding
- Connected
- Notification language
- English
- Notification type
- New Leads only
Top Prospect BotNEW LEAD
New Lead · LATAM payment integration
Matched “LATAM payment integration demand” · review the original message and AI assessment before contact.
iTop Prospect does not independently decide whom to contact or initiate automated outreach; every contact action is user-initiated and remains the user’s responsibility.
01 / 05
Select only accessible groups that need monitoring
After connecting Telegram, review sync status, primary language, and the Signal switch. Unselected groups remain outside rule scope.
MODULES — Product Modules
CORE 06 / USER CONTROLLEDMOD-01Sources
Choose groups, supergroups, and channels you can access; manage monitoring, the account-level collection cadence, and sync status.
CONTROLLED→MOD-02AnalysisChoose one source and generate structured analysis by goal, time range, and message count.
ON DEMAND→MOD-03HistoryFind completed, read-only analyses by title, analysis goal, or risk level.
READ ONLY→MOD-04CandidatesReview existing candidates with the original message, source, AI assessment, evidence, and review status.
REVIEWABLE→MOD-05OverviewSee cached messages, source and target counts, plus summaries, candidates, and risk distribution for the selected period.
OVERVIEW→MOD-06NotificationsReview in-app notifications and manage Telegram Bot binding, email preferences, and notification language.
OPTIONAL→HOW IT WORKS
Turn community messages into reviewable candidate Signals in three steps
Connect Telegram, choose the communities that matter, and tell Top Prospect what to find. During configured checks, the system screens new messages and preserves the original evidence for human review.
Connect Telegram and choose monitored communities
Select business-relevant sources from the communities visible to your account. Only communities you actively monitor enter scheduled collection.
Create a rule and define the signals
Describe the opportunities or risks you want to find, then set keywords, qualification criteria, review frequency, and source scope.
Review evidence, decide, and follow up
See summaries, scores, sources, and original evidence in Signals, manage follow-up status, or review messages and summaries in Community Intelligence.
OBJECTIONS ANSWERED
Know the boundaries before you start
Clarify access, candidate-Signal review, delivery, and the next step without sending visitors to another page.
Ask on Telegram01/ 04 currently viewing
01Which communities will Top Prospect read?
Only the communities selected by the user within the confirmed authorization boundary. We recommend starting with a focused set instead of monitoring everything.
02How are Matching Rules different from keyword alerts?
A rule combines a Target, keywords, review frequency, and applicable groups. Matches arrive in Leads with the original message and AI assessment; the user decides whether and how to make contact and actively initiates any contact action.
03Where do identified matches go?
New matches appear on the Leads page. After binding the Telegram Bot and enabling notifications, you can also receive new-Lead alerts. Top Prospect does not independently decide whom to contact or initiate automated outreach; every contact action is user-initiated and remains the user’s responsibility.
04How can I start using it now?
Open the product, choose the communities to monitor, and create your first discovery rule. Contact the team on Telegram if you need help defining the right scope.