OSFeedOSFeed

Case Studies

OSFeed in practice

Real examples from Week 14 (March 26 – April 1, 2026) demonstrating how OSFeed detects events early, resolves contradictions, and delivers structured intelligence across languages and regions.

142

Events detected

71%

Multi-source corroborated

47 min

Avg. time to corroboration

38

Active channels

MilitaryUkraine-RussiaContested

Coordinated Drone Campaign Against Ukrainian Energy Infrastructure

March 28, 2026 — First detected 02:14 UTC, 90 minutes before broad corroboration

OSFeed detected a coordinated Shahed-type drone campaign targeting Ukrainian energy infrastructure across three oblasts — 23 minutes before independent OSINT channels and 90 minutes before broader corroboration. The pipeline consolidated 34 reports from 12 channels into a single structured event with full source provenance.

34

Sources

12

Channels

3

Languages

12 minutes

Time to corroboration

Yes

Contested

Detection Timeline

02:14 UTCFirst reports from Ukrainian military-affiliated Telegram channels captured by OSFeed
02:37 UTCIndependent OSINT channels begin reporting — OSFeed links them to the existing event
03:02 UTCRussian milblogger channels report the operation — event now has 8 sources
03:44 UTC14 channels corroborating — OSFeed flags source divergence on intercept figures
06:00 UTCEvent enriched to 34 sources across 12 channels with contradiction note

What This Demonstrates

Early Detection

OSFeed's real-time monitoring captured the first Ukrainian military reports 23 minutes before they propagated to wider OSINT channels. Analysts using OSFeed had a 90-minute head start on the developing story.

Cross-Language Deduplication

Reports arrived in Russian, Ukrainian, and English — from 12 different channels. The semantic deduplication pipeline recognized all 34 messages as referring to the same coordinated campaign, presenting them as one event with 34 sources rather than 34 separate items.

Contradiction Flagging

Ukrainian official channels reported 31 of 47 drones intercepted with 'limited damage to distribution infrastructure.' Russian channels claimed all targets were hit. OSFeed flagged the event as contested, presenting both claims with source attribution — letting analysts evaluate rather than deciding for them.

DiplomaticUkraine-RussiaContested

Prisoner Exchange Back-Channel Negotiations — Contested

March 30, 2026 — Contradiction detection prevented premature reporting

When Russian-aligned channels reported a 200+ POW exchange agreement, OSFeed didn't amplify the claim. It tracked 11 sources across 7 channels, detected that the reporting split cleanly along known alignment lines, and flagged the development as contested — presenting the factual disagreement rather than picking a side.

11

Sources

7

Channels

3

Languages

N/A — contested

Time to corroboration

Yes

Contested

Detection Timeline

14:22 UTCRussian-language channels with known Kremlin alignment report prisoner exchange 'agreed in principle'
17:10 UTCUkrainian government-affiliated channel states 'no such agreement exists' — negotiations 'paused due to Russian preconditions'
18:45 UTCSwiss diplomatic source posts carefully worded acknowledgment of 'ongoing discussions' — neither confirms nor denies
19:30 UTCOSFeed flags event as contested — 11 sources split along alignment lines, no independent corroboration

What This Demonstrates

Information Operation Detection

By tracking source reliability profiles and known biases, OSFeed identified that the original reports came exclusively from Kremlin-aligned channels rated as 'medium' reliability. No independent OSINT channel corroborated the agreement claim.

Multi-Perspective Presentation

Rather than amplifying or dismissing either claim, OSFeed presented the Russian claim, the Ukrainian denial, and the Swiss non-denial side by side — with reliability ratings and bias tags visible for each source.

Analyst Time Saved

An analyst monitoring these channels manually would have needed to track 7 channels in 3 languages, cross-reference source reliability, and reach the same contested conclusion. OSFeed delivered this assessment in real time.

Diplomatic + MilitarySahel & West Africa

Burkina Faso–Russia Defense Cooperation Agreement

March 29, 2026 — Cross-language framing divergence tracked across 6 channels

OSFeed tracked a significant Sahelian development — Burkina Faso formalizing a defense cooperation agreement with Russia — through 9 sources in Russian and French. The pipeline captured how Russian state media and Francophone African channels reported the same facts with fundamentally different framing, and identified a coverage gap that led to adding new channels.

9

Sources

6

Channels

2

Languages

4.2 hours

Time to corroboration

No

Contested

Detection Timeline

11:07 UTCRussian state media channels report 'comprehensive military-technical cooperation agreement' signed in Ouagadougou
15:20 UTCFrench-language Sahelian channels confirm the agreement with additional detail on arms deliveries and 'security advisory' deployment
16:00 UTCOSFeed merges reports into single event — notes framing divergence between Russian and Francophone sources
+48h3 subsequent military events in Burkina Faso's Sahel-Nord region detected, linked contextually

What This Demonstrates

Cross-Language Intelligence

The agreement was reported in Russian and French with no English-language coverage for hours. OSFeed's multilingual pipeline captured both threads and merged them — an analyst monitoring only English channels would have missed this entirely.

Framing Analysis

Russian channels framed the pact as 'sovereignty-affirming partnership against Western neo-colonialism.' Francophone channels reported the same facts but contextualized them within Burkina Faso's expulsion of French military advisors and alignment with Russia's Sahelian security architecture. Both frames preserved in the event record.

Coverage Gap Identification

OSFeed detected this event 4 hours after Russian state channels — exposing an underrepresentation of Francophone Sahelian sources. This directly led to adding 3 additional French-language military/political channels to close the gap.

Full Methodology

The 7-layer pipeline that powers these results — documented in full.

Source Reliability Scoring

How we evaluate and rate every Telegram channel we monitor.

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