{"id":46383,"topic":"ai","source":"The Daily Upside","title":"‘Modelmaxxing’ Replaces ‘Tokenmaxxing’ for Firms Grappling With AI Costs - The Daily Upside","url":"https://www.thedailyupside.com/technology/artificial-intelligence/modelmaxxing-replaces-tokenmaxxing-for-firms-figuring-out-ai-use-cases/","url_hash":"68ad4b03790c3e5d19a3b57d0214bc0e4f33c4b2","author":"","summary":"<a href=\"https://news.google.com/rss/articles/CBMi0wFBVV95cUxPNlh6WmozQjhpQjZkNHVRTmU2NU1LY3RUUExfcUd4dzJ2Vl95VnpDQ053VFlRV3JuYkIwYms1VlBFaUR6SEg2N1AyamJsT1cyTGN5X3NoY1dXaTlONC1WMTlaMU5BSkhKSjJFdTFtUEtadzRzallWMWg1QTFEV2JDLXE3d2V4VmU3c1N6TFNoNjNLOEpOSDV5YmxJSHJCbGpJV21fajlsOFhEMjZRdFV6cVh3VXVsTm1KVDFfOXZyQW1ia3F2LV9mWVpnS09vUDJKSFFB?oc=5\" target=\"_blank\">‘Modelmaxxing’ Replaces ‘Tokenmaxxing’ for Firms Grappling With AI Costs</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">The Daily Upside</font>","content":null,"image_url":null,"lang":"en","published_at":"2026-07-26T04:01:04+00:00","fetched_at":"2026-07-26T10:15:04+00:00","status":"read","starred":0,"extract_state":"failed","summary_auto":null,"cluster_id":null,"extract_retries":2,"extract_error":"trafilatura_none","contract_version":"news_item.v1","format_contract_version":"news_item_formats.v1","dedup_url":"https://www.thedailyupside.com/technology/artificial-intelligence/modelmaxxing-replaces-tokenmaxxing-for-firms-figuring-out-ai-use-cases/","quality_profile":{"profile_version":"extraction_quality.v2","bucket":"low","confidence":0.2,"failure_kind":"extractor_empty","retryable":false,"retry_after_attempts":0,"reason":"Low confidence: extractor returned no usable article text.","operator_guidance":{"severity":"warning","recommended_action":"use_summary_with_caveat","next_step":"Use the available summary only with a visible quality caveat.","operator_label":"Use summary with caveat","can_retry":false,"can_use_summary":true,"diagnostics_required":true},"content_depth":{"contract_version":"content_depth.v1","category":"summary_only","label":"Summary only","has_full_text":false,"has_summary":true,"content_length":0,"summary_length":490,"usable_text_length":490,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"trafilatura_none","extract_retries":2,"content_length":0,"summary_length":490}},"news_item":{"id":46383,"canonical_url":"https://www.thedailyupside.com/technology/artificial-intelligence/modelmaxxing-replaces-tokenmaxxing-for-firms-figuring-out-ai-use-cases/","source_url":"https://www.thedailyupside.com/technology/artificial-intelligence/modelmaxxing-replaces-tokenmaxxing-for-firms-figuring-out-ai-use-cases/","title":"‘Modelmaxxing’ Replaces ‘Tokenmaxxing’ for Firms Grappling With AI Costs - 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