Use case · Market research

Build Telegram competitive intelligence from selected public sources

Compare selected public Telegram sources by topics, posting behavior, engagement, and shared domains with source-level evidence and explicit limits.

Direct answer. The Ocean can help a researcher compare a bounded list of public competitor, market, or category channels: what they publish, when they publish, which topics and domains recur, and how captured engagement differs. Chat combines cited retrieval with deterministic source statistics. It does not discover every competitor, access private groups, measure sales, or prove strategy, coordination, or audience intent.

Research fit

Who this workflow is for

Market, strategy, and research teams that already know the public Telegram sources they want to study and need a repeatable evidence trail rather than a black-box competitor score.

01

Define the market set

Choose the organizations, projects, or category channels relevant to one decision and document why each public source belongs in the comparison.

02

Use one observation period

Apply the same publication dates and timezone to all selected channels so source counts and content themes describe comparable activity.

03

Separate content and metrics

Use cited semantic retrieval for messages and deterministic calculations for posting frequency, forwarded share, engagement medians, ratios, and domain counts.

04

Compare claims and changes

Identify repeated themes, launches, offers, linked websites, and shifts in framing while preserving each source's own words and timestamps.

05

Write bounded findings

Distinguish observed channel behavior from hypotheses about commercial strategy, performance, ownership, or intent.

Practical module

Competitive-intelligence brief

The brief joins source evidence and transparent aggregates while keeping business interpretation in a separate, reviewable layer.

Source rationaleSelected public channels, their relationship to the market question, and known missing competitors or unofficial accounts.
Content themesCited posts supporting recurring topics, announcements, claims, offers, or shifts during the period.
Publishing patternLogical post counts, posts per day, forwarded-post share, and zero-message coverage for the same dates.
Engagement contextMedian captured reactions, views, forwards, and normalized ratios with measurement coverage and snapshot caveats.
Domain footprintFrequently shared external domains, first and last observed appearances, source contributions, and representative posts.
Analyst conclusionObserved evidence, plausible interpretation, alternative explanations, confidence, and next validation step.

Analysis contract

What the calculation actually does

The workflow combines deterministic per-source Postgres aggregates with cited lexical and semantic retrieval, keeping statistical outputs, source claims, and analyst interpretations as distinct layers.

Scope

A user-selected set of indexed public Telegram sources and one shared publication interval. The system does not expand the corpus into unknown competitors or private communities.

Measured fields

  • Posts per day
  • Forwarded-post share
  • Median engagement fields
  • Normalized engagement ratios
  • Leading shared domains
  • Cited content themes

Coverage rules

  • Every metric uses the same requested source-period scope
  • Zero-message selected sources remain visible
  • Missing snapshots are not zero-filled
  • Semantic findings retain citations
  • Business implications remain hypotheses unless separately verified

Questions to ask

  • Compare these three market channels over the last 30 days by topics, posting rate, and shared domains.
  • What changed in these competitors' Telegram messaging this quarter?
  • Create a cited brief and separate observed evidence from strategic hypotheses.

Telegram competitive-intelligence recipe

A reproducible comparison that joins channel content, deterministic source statistics, shared domains, and analyst validation.

Copy-ready query

Compare [selected public channels] from [start] to [end] for [market question]. Report posts per day, forwarded share, captured engagement medians and ratios with coverage, leading domains, and cited theme evidence. Separate observations, source claims, hypotheses, and missing competitors. Do not infer revenue, audience intent, or coordination.

Deterministic calculation

source comparison

For each selected source in one period, calculate identical source statistics and retrieve cited evidence for the same research themes; compare only after reporting coverage.

Inputs to set

Competitor set
Known public Telegram channels chosen for the business question.
Shared period
One publication interval and timezone for all sources.
Research dimensions
Topics, offers, launches, posting behavior, engagement, or linked domains.
Decision context
The product, communications, or market decision the brief should inform.

Expected output

  • Comparable source-statistics table
  • Cited theme and change evidence
  • Shared-domain comparison
  • Coverage and missing-source notes
  • Observed findings versus hypotheses

Coverage rules

  • Do not auto-expand to unknown competitors
  • Use the same period for every source
  • Do not zero-fill missing engagement
  • Cite every material content claim
  • Validate business implications outside Telegram
Download Markdown resource
Read the complete resource
# Telegram competitive-intelligence recipe

A reproducible comparison that joins channel content, deterministic source statistics, shared domains, and analyst validation.

## Calculation

- Mode: source_comparison
- Formula: For each selected source in one period, calculate identical source statistics and retrieve cited evidence for the same research themes; compare only after reporting coverage.

## Query

Compare [selected public channels] from [start] to [end] for [market question]. Report posts per day, forwarded share, captured engagement medians and ratios with coverage, leading domains, and cited theme evidence. Separate observations, source claims, hypotheses, and missing competitors. Do not infer revenue, audience intent, or coordination.

## Inputs

- **Competitor set:** Known public Telegram channels chosen for the business question.
- **Shared period:** One publication interval and timezone for all sources.
- **Research dimensions:** Topics, offers, launches, posting behavior, engagement, or linked domains.
- **Decision context:** The product, communications, or market decision the brief should inform.

## Expected output

- Comparable source-statistics table
- Cited theme and change evidence
- Shared-domain comparison
- Coverage and missing-source notes
- Observed findings versus hypotheses

## Coverage checks

- [ ] Do not auto-expand to unknown competitors
- [ ] Use the same period for every source
- [ ] Do not zero-fill missing engagement
- [ ] Cite every material content claim
- [ ] Validate business implications outside Telegram

Boundaries

What this does not establish

  • The workflow requires a user-selected public source set
  • Telegram activity does not reveal revenue, conversions, or complete strategy
  • Captured engagement can be incomplete or measured at different ages
  • Semantic themes and business interpretation require human review
  • Private chats, deleted posts, and unindexed competitors remain outside the corpus

Founding research pilot

Apply with a competitive-research question

Bring one recurring research job and a small set of public sources. We will assess fit personally before offering a pilot.

Apply for a 14-day research pilot

30 founding researcher places · rolling admission · personal reply within 2 business days

Analytics cluster

More ways to investigate this result

Continue researching

Related guides

Publication notes. This page was reviewed before publication and is scheduled for review by 2026-12-19. Facts used: product-chat-summary-comparison · product-chat-source-statistics · product-chat-domain-breakdown · product-citations · product-limitations