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Its reported relationship between remote work and improved speed to answer does not establish that remote work caused the improvement."],"mediaId":"0d1acac05814640c763299b15efbd6135b0037fc67ff372d028dad478783c93f","correctionReason":null,"id":"555bff4db67038cc5e4b68ce70728dde555547b54cec73e27b53a9d40ec8c67d","publicationId":"04b7c013-9964-4038-8dd7-5f74fb38a7b5","version":1,"sourceUrl":"https://www.cxtoday.com/workforce-engagement-management/livevox-contact-centre-leaders-reach-wfh-tipping-point/","sourceTitle":"LiveVox: Contact Centre Leaders Reach WFH Tipping Point","publisher":"CX Today","publishedAt":null,"originalPublished":{"value":"2021-07-27","precision":"day","basis":"stated_with_named_work"},"firstObservedAt":"2026-11-05T15:42:07.080Z","createdAt":"2026-11-05T21:08:36.945Z","historical":true,"entityIds":["cx-today"],"topicIds":["work-and-agency"],"media":[{"id":"0d1acac05814640c763299b15efbd6135b0037fc67ff372d028dad478783c93f","kind":"article","url":"https://www.cxtoday.com/workforce-engagement-management/livevox-contact-centre-leaders-reach-wfh-tipping-point/","sourceUrl":"https://www.cxtoday.com/workforce-engagement-management/livevox-contact-centre-leaders-reach-wfh-tipping-point/","label":"Read original","provenance":"source_link","verification":{"status":"verified","checkedAt":"2026-11-05T20:56:11.223Z","method":"acquired_source","contentType":"text/html"},"recommendationReason":"Recommended by Jev for understanding this source; checked by Luna."},{"id":"8bde880dd005c100c5d02a8ceb9fe6fabfed41e24ad2599751f4dc53aa92d943","kind":"image","url":"https://media.cxtoday.com/wp/2021/07/LiveVox-Contact-Centre-Leaders-Reach-WFH-Tipping-Point-.jpg","sourceUrl":"https://www.cxtoday.com/workforce-engagement-management/livevox-contact-centre-leaders-reach-wfh-tipping-point/","label":"LiveVox: Contact Centre Leaders Reach WFH Tipping Point","provenance":"publisher_page","verification":{"status":"verified","checkedAt":"2026-11-05T20:56:11.223Z","method":"publisher_association_and_head","contentType":"image/jpeg","cacheUntil":1793912471223},"recommendationReason":"Observed on the acquired publisher source; availability checked."}],"sourceMedia":{"status":"found","sourceUrl":"https://cxtoday.com/livevox-contact-centre-leaders-reach-wfh-tipping-point","checkedAt":"2026-11-05T20:56:11.013Z","items":[{"type":"image","url":"https://media.cxtoday.com/wp/2021/07/LiveVox-Contact-Centre-Leaders-Reach-WFH-Tipping-Point-.jpg","sourceUrl":"https://cxtoday.com/livevox-contact-centre-leaders-reach-wfh-tipping-point","attribution":"CX Today","basis":"publisher-metadata","availability":"verified","label":"LiveVox: Contact Centre Leaders Reach WFH Tipping Point","verifiedAt":"2026-11-05T20:56:11.223Z"}],"note":"Media declared by the original publisher; availability checked separately from the editorial reading."},"editorialDecision":{"outcome":"accept","reasonCodes":["useful_perspective"],"rubricVersion":"stream-admission-v5","mediaId":"0d1acac05814640c763299b15efbd6135b0037fc67ff372d028dad478783c93f","confidence":0.99,"provider":"typesafe","model":"jev-1.13.0","inputHash":"09079dba85b345fe27b59b36c10aaeb1e9958bbbb3425a3b204e43c273b23e73","decidedAt":"2026-11-05T20:56:13.155Z"},"provenance":{"textHash":"7936807528df220301be2683ff405ed4ff04e82ca2afac59a4b696726f0ca7b1","observationId":"e652e7cf3877dea225e95911d28b6eff27c582b56fe16563d99350b723a6501b","retrievedAt":"2026-11-05T20:56:11.013Z","kind":"publisher-page","preparer":{"model":"gpt-6-luna","runId":"8aff81d5-dfd3-4261-8338-9493477f4669"},"reviewer":{"model":"gpt-6-luna","runId":"3ac53ef1-30ac-4ca2-871f-7d4f581937a0"}},"audit":{"status":"uncertain","reviewedAt":"2026-11-05T21:08:36.945Z","model":"anthropic/claude-opus-5.5"},"sourceAttribution":null}}],"audits":[{"publicationId":"04b7c013-9964-4038-8dd7-5f74fb38a7b5","verdict":"uncertain","findings":[{"dimension":"attribution","status":"uncertain","explanation":"The draft attributes the hybrid-model point to CEO Louis Summe ('he argues that technology and cloud infrastructure can help... while a hybrid model accommodates remote agents'). In the source, that point is the report's overall finding, not Summe's quote. The draft also drops the conditional 'can.' Smallest repair: credit the report and restore 'can accommodate remote agents.'","excerpt":"capabilities now found in the cloud and advanced technologies, like artificial intelligence, have shown that a hybrid model can accommodate remote agents"},{"dimension":"summary","status":"uncertain","explanation":"The summary is mostly faithful and readable. However, it labels the 60% and 30% figures as '2020' and '2021,' while the source only says 'last year.' This is a plausible inference from the July 2021 date, but it is not stated. The reading also omits the article's AI framing, which is the source's main link to AI: AI-enabled chatbots and speech analytics are presented as aids. 'Speech Analytics' is left unexplained. Smallest repair: say 'down from 60% the previous year' and briefly note the AI-tools claim as LiveVox's.","excerpt":"30% of contact centre decision-makers still plan to keep a percentage of their workforce remote, down from 60% last year"},{"dimension":"date","status":"pass","explanation":"The displayed original publication date of 2021-07-27 is consistent with the article. The image path is dated 2021/07, and the source's reference to 'the global shutdown' and 'last year' comparisons fit a mid-2021 publication.","excerpt":null},{"dimension":"support","status":"uncertain","explanation":"The individual claims match exact source passages. However, two statements about the report itself go beyond the evidence: the limitation that 'The report gives no explanation for the reduction' and the summary line that the report 'does not establish why plans... declined.' The evidence is a CX Today article, not the full report. Smallest repair: 'The article does not explain why...'. Note also that the source's '50% reduction' figure for keeping at least a quarter of the workforce remote is a separate metric; the draft correctly avoids conflating it.","excerpt":"compared to last year, there was a 50% reduction in the number of contact centre decision makers planning to keep at least a quarter of their workforce remote"},{"dimension":"media","status":"pass","explanation":"The selected media is the verified direct link to the original CX Today article. It is the most direct way for readers to access the source.","excerpt":null}],"createdAt":"2026-11-05T21:08:36.945Z","model":"anthropic/claude-opus-5.5"}],"correctionUrl":"https://escapemeridian.com/corrections/"}