[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-c1e31a3255ae290d-mckinsey-ai-survey-2025-88-use-ai-few-scale-for-im-summary":3,"summaries-facets-categories":87,"summary-related-c1e31a3255ae290d-mckinsey-ai-survey-2025-88-use-ai-few-scale-for-im-summary":3672},{"id":4,"title":5,"ai":6,"body":13,"categories":49,"created_at":51,"date_modified":51,"description":43,"extension":52,"faq":51,"featured":53,"kicker_label":51,"meta":54,"navigation":70,"path":71,"published_at":51,"question":51,"scraped_at":72,"seo":73,"sitemap":74,"source_id":75,"source_name":76,"source_type":77,"source_url":78,"stem":79,"tags":80,"thumbnail_url":51,"tldr":84,"tweet":51,"unknown_tags":85,"__hash__":86},"summaries\u002Fsummaries\u002Fc1e31a3255ae290d-mckinsey-ai-survey-2025-88-use-ai-few-scale-for-im-summary.md","McKinsey AI Survey 2025: 88% Use AI, Few Scale for Impact",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",8803,1806,16961,0.00264095,{"type":14,"value":15,"toc":42},"minimark",[16,21,25,28,32,35,39],[17,18,20],"h2",{"id":19},"widespread-ai-adoption-hits-pilots-ceiling","Widespread AI Adoption Hits Pilots Ceiling",[22,23,24],"p",{},"Nearly 88% of respondents report AI use in at least one business function, up from 78% last year, with two-thirds now using it in 3+ functions—IT, marketing\u002Fsales, and knowledge management lead. Common use cases include information capture\u002Fprocessing via conversational interfaces, marketing content support, and customer service automation. AI agents, which plan\u002Fexecute multi-step workflows on foundation models, see 62% experimentation (23% scaling, mostly in 1-2 functions like IT service desks or research). Tech, media\u002Ftelecom, and healthcare sectors report highest agent use (up to 10% scaling per function). Larger firms ($5B+ revenue) scale 1.7x more than small ones (\u003C$100M), but overall, 2\u002F3 of orgs stay in experimentation\u002Fpiloting, blocking enterprise value.",[22,26,27],{},"Cost savings emerge in software engineering, manufacturing, and IT use cases; revenue lifts in marketing\u002Fsales, strategy\u002Ffinance, and product development. Yet enterprise EBIT impact lags: only 39% attribute any to AI (mostly \u003C5%), despite 64% citing innovation gains, 48% customer satisfaction boosts, and 46% competitive edge.",[17,29,31],{"id":30},"high-performers-drive-transformative-value","High Performers Drive Transformative Value",[22,33,34],{},"AI high performers—6% of respondents with ≥5% EBIT impact and 'significant' value—prioritize growth\u002Finnovation alongside efficiency (80% of all set efficiency goals, but high performers add these for 3x transformative ambition). They use AI across more functions (e.g., marketing\u002Fsales, strategy), scale agents 3x faster, and secure C-suite buy-in (3x more likely to see leaders own\u002Fcommit). Result: superior outcomes in profitability, revenue growth, market share.",[17,36,38],{"id":37},"workflow-redesign-unlocks-impact-amid-mixed-workforce-views","Workflow Redesign Unlocks Impact, Amid Mixed Workforce Views",[22,40,41],{},"Fundamentally redesigning workflows correlates strongest with high performance (high performers 3x more likely), enabling business transformation over mere augmentation. Risks mitigation rises (e.g., more common now), but workforce expectations split: 32% predict headcount drops, 43% no change, 13% growth next year. To replicate high performers, pair bold goals with workflow overhauls and leadership role-modeling—pilots alone yield use-case wins but not enterprise scale.",{"title":43,"searchDepth":44,"depth":44,"links":45},"",2,[46,47,48],{"id":19,"depth":44,"text":20},{"id":30,"depth":44,"text":31},{"id":37,"depth":44,"text":38},[50],"AI News & Trends",null,"md",false,{"content_references":55,"triage":65},[56,61],{"type":57,"title":58,"author":59,"context":60},"book","Rewired: The McKinsey Playbook on How Leading Companies Win with Technology and AI","Robert Levin, Kate Smaje","mentioned",{"type":62,"title":63,"url":64,"context":60},"event","Rewired to win: Reimagining the enterprise with tech and AI","https:\u002F\u002Fevents.ringcentral.com\u002Fevents\u002Frewired-to-win-reimagining-the-enterprise-with-tech-and-ai?utm_source=Disruptor",{"relevance":66,"novelty":67,"quality":66,"actionability":44,"composite":68,"reasoning":69},4,3,3.4,"Category: Business & SaaS. The article provides insights into AI adoption and scaling challenges, addressing a key pain point for product builders regarding the transition from pilot projects to impactful implementations. However, while it offers valuable statistics and trends, it lacks specific actionable steps that the audience can directly apply to their work.",true,"\u002Fsummaries\u002Fc1e31a3255ae290d-mckinsey-ai-survey-2025-88-use-ai-few-scale-for-im-summary","2026-04-14 14:32:42",{"title":5,"description":43},{"loc":71},"c1e31a3255ae290d","__oneoff__","article","https:\u002F\u002Fwww.mckinsey.com\u002Fcapabilities\u002Fquantumblack\u002Four-insights\u002Fthe-state-of-ai","summaries\u002Fc1e31a3255ae290d-mckinsey-ai-survey-2025-88-use-ai-few-scale-for-im-summary",[81,82,83],"agents","ai-news","business","88% of organizations use AI in at least one function (up from 78%), but 2\u002F3 remain in pilots; high performers (6%) redesign workflows, target growth\u002Finnovation, and scale agents 3x faster to drive EBIT 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Result: Astonishing economic growth, enabling cures for all diseases, more family time, and unlocked creative potential—potentially letting everyone achieve more than today's top performers within a decade.",[17,3694,3696],{"id":3695},"ai-agents-as-scalable-junior-workers-transform-knowledge-work","AI Agents as Scalable Junior Workers Transform Knowledge Work",[22,3698,3699],{},"Deploying AI agents—like software engineering agents capable of mid-level tasks (days-long, under human supervision)—multiplies productivity. One agent acts as a junior coworker (strong in routines, weak in novel ideas); scale to 1,000 or 1 million per field, and knowledge work reshapes entirely. Economically akin to transistors: pervasive, under-the-hood impact across computers, cars, and more, with gains widely distributed rather than concentrated in 'transistor companies.'",[22,3701,3702],{},"Short-term continuity persists (daily life in 2025 mirrors 2024), but long-term upheaval looms: new jobs emerge unlike today's, prioritizing agency, willfulness, resilience, and adaptability. AGI amplifies individual impact, especially in science (accelerating progress beyond all else). Prices for intelligence-constrained goods plummet; luxuries and land rise. Uneven effects hit industries variably, but overall prosperity surges per historical tech patterns.",[17,3704,3706],{"id":3705},"policy-must-balance-empowerment-safety-and-equity","Policy Must Balance Empowerment, Safety, and Equity",[22,3708,3709],{},"Technical path to AGI is clear, but societal integration demands co-evolution via early product releases. Shift toward individual empowerment—more open-sourcing, user control—avoids authoritarian misuse (e.g., surveillance). Safety trade-offs are inevitable, rejecting recklessness while prioritizing autonomy.",[22,3711,3712],{},"Broad benefit distribution is key, as tech boosts averages (health, prosperity) but not equality. Capital-labor imbalances risk worsening; intervene early with ideas like universal 'compute budgets' for abundant AI access, or slash intelligence costs relentlessly. Goal: By 2035, equip everyone with 2025-global-equivalent intellect, unleashing untapped talent for collective creative explosion.",{"title":43,"searchDepth":44,"depth":44,"links":3714},[3715,3716,3717],{"id":3685,"depth":44,"text":3686},{"id":3695,"depth":44,"text":3696},{"id":3705,"depth":44,"text":3706},[],{"content_references":3720,"triage":3721},[],{"relevance":67,"novelty":67,"quality":66,"actionability":44,"composite":3722,"reasoning":3723},3.05,"Category: AI & LLMs. The article discusses scaling laws and the economic implications of AI advancements, which are relevant to AI-powered product builders. However, it lacks practical applications or specific frameworks that the audience can implement in their work.","\u002Fsummaries\u002Fc1de00950b6cbf63-ai-scales-logarithmically-costs-drop-10x-yearly-va-summary","2026-04-16 03:01:36",{"title":3675,"description":43},{"loc":3724},"c1de00950b6cbf63","https:\u002F\u002Fblog.samaltman.com\u002Fthree-observations","summaries\u002Fc1de00950b6cbf63-ai-scales-logarithmically-costs-drop-10x-yearly-va-summary",[81,3732,82,83],"ai-llms","AI model intelligence equals log of training\u002Finference resources; costs fall 10x every 12 months (e.g., GPT-4 to GPT-4o: 150x drop); intelligence gains yield super-exponential socioeconomic value, fueling AGI-driven growth.",[3732,82,83],"tWWSBLfy3Lcwq7VTvkCZvUr6tye34i6-USqGVtTZeHs",{"id":3737,"title":3738,"ai":3739,"body":3744,"categories":3772,"created_at":51,"date_modified":51,"description":43,"extension":52,"faq":51,"featured":53,"kicker_label":51,"meta":3773,"navigation":70,"path":3783,"published_at":3784,"question":51,"scraped_at":3784,"seo":3785,"sitemap":3786,"source_id":3787,"source_name":3788,"source_type":77,"source_url":3789,"stem":3790,"tags":3791,"thumbnail_url":51,"tldr":3792,"tweet":51,"unknown_tags":3793,"__hash__":3794},"summaries\u002Fsummaries\u002F57a55fcb205568a6-frontier-firms-use-3-5x-more-ai-depth-per-worker-summary.md","Frontier Firms Use 3.5x More AI Depth Per Worker",{"provider":7,"model":8,"input_tokens":3740,"output_tokens":3741,"processing_time_ms":3742,"cost_usd":3743},6480,1570,38325,0.00157415,{"type":14,"value":3745,"toc":3767},[3746,3750,3753,3757,3760,3764],[17,3747,3749],{"id":3748},"frontier-ai-usage-gap-compounds-through-depth","Frontier AI Usage Gap Compounds Through Depth",[22,3751,3752],{},"Frontier firms—defined as the top 95th percentile of OpenAI enterprise users—consume 3.5x as much intelligence per worker as typical firms, measured by tokens generated as a proxy for work delegated to AI. This gap has widened from 2x in April 2025, with message volume accounting for only 36% of the difference. The rest stems from richer interactions: frontier workers provide more context, tackle complex tasks, and generate substantive outputs, shifting AI from simple Q&A to executing challenging work. Leaders track this depth to prioritize workflow redesign over mere access or frequency.",[17,3754,3756],{"id":3755},"agentic-workflows-mark-maturity-and-largest-gains","Agentic Workflows Mark Maturity and Largest Gains",[22,3758,3759],{},"Advanced tools reveal the biggest disparities, signaling a move to delegation. Frontier firms send 16x more Codex messages per worker for coding, with similar patterns in ChatGPT Agent, Apps in ChatGPT, Deep Research, and GPTs for multi-step tasks, company-context application, and complex analysis. Cisco exemplifies this: integrating Codex into engineering workflows cut build times 20%, saved 1,500+ hours monthly, and boosted defect resolution 10-15x by treating AI as 'part of the team.' As agents handle tools, files, codebases, and long-horizon tasks, early adopters build capabilities to offload meaningful work, redesigning operations from chat assistance to autonomous execution.",[17,3761,3763],{"id":3762},"specialization-across-functions-and-paths-to-frontier-status","Specialization Across Functions and Paths to Frontier Status",[22,3765,3766],{},"AI adoption broadens into production via APIs for in-app assistants, dev tools, and support, with function-specific spikes: IT\u002FSecurity on procedural guidance, dev\u002Fdata science on coding, finance on analysis. No universal leaderboard exists—industries lead differently in ChatGPT, Codex, API, or intensity—offering entry points like scaling access or embedding AI in products. Travelers Insurance's API-built Claim Assistant handles policy queries, gathers data, and creates claims, targeting 100,000 first-notice calls yearly. Leaders close the gap by measuring depth, enabling production governance, prioritizing enablement (largest task-level edge in education\u002Flearning), scaling frontier teams, and advancing to agents. B2B Signals provides ongoing, privacy-preserved benchmarks from aggregated OpenAI data to guide this progression.",{"title":43,"searchDepth":44,"depth":44,"links":3768},[3769,3770,3771],{"id":3748,"depth":44,"text":3749},{"id":3755,"depth":44,"text":3756},{"id":3762,"depth":44,"text":3763},[50],{"content_references":3774,"triage":3779},[3775],{"type":3776,"title":3777,"url":3778,"context":60},"other","B2B Signals","https:\u002F\u002Fopenai.com\u002Fsignals\u002Fb2b\u002F",{"relevance":3780,"novelty":66,"quality":66,"actionability":67,"composite":3781,"reasoning":3782},5,4.15,"Category: Business & SaaS. The article provides insights into how frontier firms leverage AI more effectively than typical firms, highlighting specific metrics like Codex usage and operational improvements. This information is actionable for product builders looking to understand AI integration in business contexts, though it lacks detailed frameworks for implementation.","\u002Fsummaries\u002F57a55fcb205568a6-frontier-firms-use-3-5x-more-ai-depth-per-worker-summary","2026-05-11 15:04:27",{"title":3738,"description":43},{"loc":3783},"57a55fcb205568a6","OpenAI News","https:\u002F\u002Fopenai.com\u002Findex\u002Fintroducing-b2b-signals","summaries\u002F57a55fcb205568a6-frontier-firms-use-3-5x-more-ai-depth-per-worker-summary",[81,3732,83],"Frontier firms (95th percentile) now demand 3.5x more intelligence per worker than typical firms (up from 2x), driven by complex agentic workflows like 16x more Codex use, not just message volume.",[3732,83],"MyraWRPHdJ2giMPEcqkvZXtYix8V-fKof0a589-KIPw",{"id":3796,"title":3797,"ai":3798,"body":3803,"categories":3831,"created_at":51,"date_modified":51,"description":43,"extension":52,"faq":51,"featured":53,"kicker_label":51,"meta":3832,"navigation":70,"path":3850,"published_at":3851,"question":51,"scraped_at":3852,"seo":3853,"sitemap":3854,"source_id":3855,"source_name":3856,"source_type":77,"source_url":3857,"stem":3858,"tags":3859,"thumbnail_url":51,"tldr":3861,"tweet":51,"unknown_tags":3862,"__hash__":3863},"summaries\u002Fsummaries\u002Fe7f1c249089fe52a-openai-defaults-free-chatgpt-users-to-ad-tracking-summary.md","OpenAI Defaults Free ChatGPT Users to Ad Tracking",{"provider":7,"model":8,"input_tokens":3799,"output_tokens":3800,"processing_time_ms":3801,"cost_usd":3802},3934,2035,29439,0.0017818,{"type":14,"value":3804,"toc":3826},[3805,3809,3812,3816,3819,3823],[17,3806,3808],{"id":3807},"free-tier-monetization-via-targeted-ads","Free Tier Monetization via Targeted Ads",[22,3810,3811],{},"OpenAI shares limited user data—cookie IDs and email addresses—with advertising partners to run targeted promotions for its own products on platforms like Instagram. Crucially, chat content remains unshared, preserving core privacy for interactions. This targets the 90%+ of users on the free tier, which incurs high operational costs for OpenAI. Paying subscribers avoid this default tracking entirely, highlighting a nudge toward upgrades. Builders of AI products can apply this: use non-content signals from free users for self-promotion without eroding trust in primary features.",[17,3813,3815],{"id":3814},"opt-out-steps-to-regain-control","Opt-Out Steps to Regain Control",[22,3817,3818],{},"Disable tracking directly in ChatGPT: navigate to Settings > Data Controls > Marketing Privacy and toggle off. On the web, use the 'Your Privacy Choices' link at openai.com\u002Fpolicies\u002Fus-privacy-policy\u002F#manage-cookies, or block cookies via browser settings. WIRED confirmed the switch activates automatically for free accounts but stays off for paid ones. For your AI SaaS, implement clear, one-click privacy toggles in user dashboards—free users expect them, and poor UX here drives churn.",[17,3820,3822],{"id":3821},"industry-shift-to-ai-ad-revenue","Industry Shift to AI Ad Revenue",[22,3824,3825],{},"This follows OpenAI's February rollout of in-app ads in select countries, aiming to offset free user costs while converting to paid plans. Google mirrors this, testing ads in AI search overviews. Advertisers face tooling gaps, per reports, but expect refinement. Product builders take note: layer ads atop free AI access to fund growth, but test rigorously—90% retention on free tiers demands value that outpaces irritation.",{"title":43,"searchDepth":44,"depth":44,"links":3827},[3828,3829,3830],{"id":3807,"depth":44,"text":3808},{"id":3814,"depth":44,"text":3815},{"id":3821,"depth":44,"text":3822},[50],{"content_references":3833,"triage":3847},[3834,3838,3841,3844],{"type":3776,"title":3835,"url":3836,"context":3837},"OpenAI Enables Cookies by Default for Free ChatGPT Users","https:\u002F\u002Fwww.wired.com\u002Fstory\u002Fopenai-enables-cookies-by-default-for-free-chatgpt-users\u002F","cited",{"type":3776,"title":3839,"url":3840,"context":60},"OpenAI wants to sell more ads in ChatGPT but advertisers are struggling with basic tools","https:\u002F\u002Fthe-decoder.com\u002Fopenai-wants-to-sell-more-ads-in-chatgpt-but-advertisers-are-struggling-with-basic-tools\u002F",{"type":3776,"title":3842,"url":3843,"context":60},"Google CEO says people love AI Overviews and keep coming back to search more","https:\u002F\u002Fthe-decoder.com\u002Fgoogle-ceo-says-pichai-says-people-love-ai-overviews-and-keep-coming-back-to-search-more\u002F",{"type":3776,"title":3845,"url":3846,"context":60},"US Privacy Policy","https:\u002F\u002Fopenai.com\u002Fpolicies\u002Fus-privacy-policy\u002F#manage-cookies",{"relevance":66,"novelty":67,"quality":66,"actionability":66,"composite":3848,"reasoning":3849},3.8,"Category: Business & SaaS. The article discusses OpenAI's new ad tracking for free users, which is relevant for product builders considering monetization strategies. It provides actionable insights on implementing privacy toggles and highlights the importance of user experience, addressing a pain point for indie builders.","\u002Fsummaries\u002Fe7f1c249089fe52a-openai-defaults-free-chatgpt-users-to-ad-tracking-summary","2026-05-02 08:30:15","2026-05-03 17:01:38",{"title":3797,"description":43},{"loc":3850},"e7f1c249089fe52a","The Decoder","https:\u002F\u002Fthe-decoder.com\u002Fchatgpt-now-tracks-users-for-ads-by-default-as-openai-looks-for-new-revenue\u002F","summaries\u002Fe7f1c249089fe52a-openai-defaults-free-chatgpt-users-to-ad-tracking-summary",[3860,82,83],"saas","OpenAI now enables marketing cookies by default for free ChatGPT users, sharing cookie IDs and emails with ad partners to promote its products—paying users exempt; disable via settings to avoid tracking.",[82,83],"AGJc6isgPPtylRYnl3XnBo2_Ov8d3TnP8U22Tl-qkgw",{"id":3865,"title":3866,"ai":3867,"body":3872,"categories":3909,"created_at":51,"date_modified":51,"description":43,"extension":52,"faq":51,"featured":53,"kicker_label":51,"meta":3910,"navigation":70,"path":3911,"published_at":3912,"question":51,"scraped_at":51,"seo":3913,"sitemap":3914,"source_id":3915,"source_name":3916,"source_type":77,"source_url":3917,"stem":3918,"tags":3919,"thumbnail_url":51,"tldr":3921,"tweet":51,"unknown_tags":3922,"__hash__":3923},"summaries\u002Fsummaries\u002Fvoice-ai-wearables-drive-ambient-computing-boom-in-summary.md","Voice AI Wearables Drive Ambient Computing Boom in 2027",{"provider":7,"model":8,"input_tokens":3868,"output_tokens":3869,"processing_time_ms":3870,"cost_usd":3871},7624,1675,13472,0.0023398,{"type":14,"value":3873,"toc":3904},[3874,3878,3881,3884,3888,3891,3894,3898,3901],[17,3875,3877],{"id":3876},"ai-wearables-unlock-hands-free-ambient-computing","AI Wearables Unlock Hands-Free Ambient Computing",[22,3879,3880],{},"Expect mid-to-late 2027 as the tipping point for consumer voice AI, driven by AI pins, pendants, and smart glasses from Apple, Meta, Google, Alibaba, Xiaomi, Xreal, and RayNeo. These devices enable multi-sensory, always-on interactions, turning ambient computing into reality for B2C tasks like information access and recurring workflows. Apple leads with a trio of AI wearables launching around 18 months from early 2026, dominating due to ecosystem integration. Trade-off: Early versions prioritize AI over full AR, striking consumer appeal before deeper immersion.",[22,3882,3883],{},"Vertical voice AI agents concentrate in high-value sectors—customer support, sales\u002Flead gen, recruiting\u002FHR, finance, insurance\u002Flegal, logistics, home services\u002Fsmall biz, healthcare, and personal assistants—maturing late 2020s to handle domain-specific automation reliably.",[17,3885,3887],{"id":3886},"genspark-workspace-20-advances-agentic-voice-workflows","Genspark Workspace 2.0 Advances Agentic Voice Workflows",[22,3889,3890],{},"Genspark's pivot to voice-first agents in Workspace 2.0 (now at 3.0 post-Series B unicorn funding) delivers hands-free execution via Speakly dictation app for macOS\u002FWindows. Speakly transcribes speech, auto-corrects fillers\u002Fbacktracking, supports agent mode to route tasks to Super Agent from any screen, translates multilingual input to English, and applies custom styles like \"Buzzwords\" or \"Twitter\" modes. Impact: Say a task once; agents coordinate across tools without typing, boosting productivity for non-tech users.",[22,3892,3893],{},"New agents include AI Music (generates tracks via third-party models like Suno, with multi-agent prep like video analysis for custom soundtracks) and AI Audio (voiceovers akin to ElevenLabs). Upgrades enhance AI Inbox for workflows (daily digests, Slack integration, social analytics), plus better Creative Slides, Image, and Video agents using newer models. Test outcome: Elaborate prompts succeed via agent chaining, but relies on underlying model quality—neat for demos, scales for repetitive creative work.",[17,3895,3897],{"id":3896},"shifting-ai-market-dynamics-favor-voice-challengers","Shifting AI Market Dynamics Favor Voice Challengers",[22,3899,3900],{},"ChatGPT erodes market share as Gemini, Grok, and Claude gain; Claude spikes but holds only 1\u002F20th ChatGPT's daily active users per a16z's Top 100 GenAI Consumer Apps. Consumer paid subs pressure OpenAI's ARR growth into 2026-2027, while Anthropic\u002FClaude and Cursor accelerate enterprise revenue. Voice news accelerates: Claude Code adds voice mode; ElevenLabs launches Scribe v2; Google acquires Hume AI team; vertical agents emerge as next killer app.",[22,3902,3903],{},"Genspark partners Twilio for AI calling, positioning voice as core to agentic platforms. Broader implication: Innovation pace favors specialized voice tools over general chat, with startups rewriting B2B\u002FB2C interfaces—build now for 2027 wearables to capture ambient workflows.",{"title":43,"searchDepth":44,"depth":44,"links":3905},[3906,3907,3908],{"id":3876,"depth":44,"text":3877},{"id":3886,"depth":44,"text":3887},{"id":3896,"depth":44,"text":3897},[50],{},"\u002Fsummaries\u002Fvoice-ai-wearables-drive-ambient-computing-boom-in-summary","2026-04-08 21:21:17",{"title":3866,"description":43},{"loc":3911},"fe8e7ace2f55a418","AI Supremacy","https:\u002F\u002Funknown","summaries\u002Fvoice-ai-wearables-drive-ambient-computing-boom-in-summary",[3920,81,82],"ai-tools","AI pins and smart glasses from Apple, Meta, and others will enable hands-free voice agents in 2027, eroding ChatGPT's dominance as Claude holds just 1\u002F20th its DAU while vertical voice AI scales in support, sales, and more.",[82],"0-mI1PqIOMh4FW9J91h_pSnXkcOG9OFad7Vwb0Tnha4"]