Email: How to fix bad AI outputs 🧑‍🔧, post-purchase education 🛍️, Gemini's citations 👁️

Subject:
How to fix bad AI outputs 🧑‍🔧, post-purchase education 🛍️, Gemini's citations 👁️
Received:
10/13/2026, 11:08:31 AM
From:
"TLDR Marketing" <dan@tldrnewsletter.com>
To:
silk.theater.56@fwdnl.com
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&lt;div style="display: none; max-height: 0px; overflow: hidden;"&gt;More than 90% of marketers use AI, but many still rely on copying and pasting outputs instead of integrating AI into their workflows.&nbsp;‌&nbsp;‌&nbsp;‌&nbsp;‌&nbsp;‌&nbsp;‌&nbsp;‌&nbsp;‌&nbsp;‌&nbsp;‌&nbsp;‌&nbsp;‌&nbsp;‌&nbsp;‌&nbsp;‌&nbsp;‌&nbsp;‌&nbsp;‌&nbsp;‌&nbsp;‌&nbsp;‌&nbsp;‌&nbsp;‌&nbsp;‌&nbsp;‌&nbsp;‌&nbsp;&nbsp;‌&nbsp;‌&nbsp;‌&nbsp;‌&nbsp;‌&nbsp;‌&nbsp;‌&nbsp;‌&nbsp;‌&nbsp;‌&nbsp;‌&nbsp;‌&nbsp;‌&nbsp;‌&nbsp;‌&nbsp;‌&nbsp;‌&nbsp;‌&nbsp;‌&nbsp;‌&nbsp;‌&nbsp;‌&nbsp;‌&nbsp;‌&nbsp;‌&nbsp;‌&nbsp;&lt;/div&gt;

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|&lt;span style="margin-right: 2px; margin-left: 2px;"&gt;&lt;a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fadvertise.tldr.tech%3Futm_source=tldrmarketing%26utm_medium=newsletter%26utm_campaign=advertisetopnav/1/010001a134f321fd-97684aa3-ebb8-4b64-a632-389329773d42-000000/2lK-6eCgdYKoLmQOT81IItPDoHQblSbf2UlH8e8jmK8=452" rel="noopener noreferrer" target="_blank"&gt;&lt;span&gt;Advertise&lt;/span&gt;&lt;/a&gt;&lt;/span&gt;|&lt;span style="margin-left: 2px;"&gt;&lt;a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fa.tldrnewsletter.com%2Fweb-version%3Fep=1%26lc=156bd65c-84b7-11f0-9fff-816a46f2cc57%26p=051ea1e8-c6de-11f1-a120-2169911028a1%26pt=campaign%26t=1791889711%26s=651f8b06eda841416e638ed99e47f07bd7bc16b9d687ba02527e307926e8917d/1/010001a134f321fd-97684aa3-ebb8-4b64-a632-389329773d42-000000/-Oi3XODSqYfrfreYISuNBfUmq4ZaZb7xdeFRPc265AM=452"&gt;&lt;span&gt;View Online&lt;/span&gt;&lt;/a&gt;&lt;/span&gt;
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&lt;a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fvidblog.vidmob.com%2Fblog%2Fhalf-of-your-ad-budget-could-be-behind-low-converting-creative-heres-how-one-brand-found-out%3Futm_source=Tldr%26utm_medium=Tldr%26utm_campaign=%26utm_content=prospecting_header_youve_squeezed_efficiencies%26utm_term=2026-10-13_tldr_marketing/1/010001a134f321fd-97684aa3-ebb8-4b64-a632-389329773d42-000000/dFspVdb7NXLfke1bBmTh3s8XvLmr4hlNu9kqMopAP64=452"&gt;&lt;img src="https://images.tldr.tech/vidmob.png" valign="middle" style="vertical-align: middle !important; height: 100%;" alt="Vidmob"&gt;&lt;/a&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;


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&lt;div style="text-align: center;"&gt;

&lt;h1&gt;&lt;strong&gt;TLDR Marketing &lt;span id="date"&gt;2026-10-13&lt;/span&gt;&lt;/strong&gt;&lt;/h1&gt;
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&lt;div class="text-block"&gt;
&lt;span&gt;
                                &lt;a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fvidblog.vidmob.com%2Fblog%2Fhalf-of-your-ad-budget-could-be-behind-low-converting-creative-heres-how-one-brand-found-out%3Futm_source=Tldr%26utm_medium=Tldr%26utm_campaign=%26utm_content=prospecting_header_youve_squeezed_efficiencies%26utm_term=2026-10-13_tldr_marketing/2/010001a134f321fd-97684aa3-ebb8-4b64-a632-389329773d42-000000/vhxu44TQATosbY_38Lrab_mvhZDRpnuQme65C9l6LR8=452"&gt;
                                    &lt;span&gt;
                                        &lt;strong&gt;You've squeezed all the efficiencies out of media, but you're still picking creative on vibes (Sponsor)&lt;/strong&gt;
                                    &lt;/span&gt;
&lt;/a&gt;
&lt;br&gt;
&lt;br&gt;
&lt;span style="font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, Verdana, sans-serif;"&gt;
                                    Marketing teams target and optimize for channel-specific performance everywhere except creative. Unsurprisingly, that's where a huge amount of budget waste happens.&lt;p&gt;&lt;/p&gt;&lt;p&gt;Vidmob, Kroger, and MMA Global built a &lt;a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fvidblog.vidmob.com%2Fblog%2Fhalf-of-your-ad-budget-could-be-behind-low-converting-creative-heres-how-one-brand-found-out%3Futm_source=Tldr%26utm_medium=Tldr%26utm_campaign=%26utm_content=prospecting_body_intro_predictive_creative_model%26utm_term=2026-10-13_tldr_marketing/1/010001a134f321fd-97684aa3-ebb8-4b64-a632-389329773d42-000000/OZe1tTK4luNG2Xo0vNwZuza42EzXjUi0dbduOJz8KCM=452" rel="noopener noreferrer nofollow" target="_blank"&gt;&lt;span&gt;predictive creative model&lt;/span&gt;&lt;/a&gt; that forecast the best-converting asset 81% of the time. They found:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Reallocating existing budget could grow conversions 2.2X&lt;/li&gt;
&lt;li&gt;Briefing against winning guidelines delivered 4X average conversion rate lift at &lt;a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fvidblog.vidmob.com%2Fblog%2Fhalf-of-your-ad-budget-could-be-behind-low-converting-creative-heres-how-one-brand-found-out%3Futm_source=Tldr%26utm_medium=Tldr%26utm_campaign=%26utm_content=prospecting_body_outro_70_pct_lower_cost_per%26utm_term=2026-10-13_tldr_marketing/1/010001a134f321fd-97684aa3-ebb8-4b64-a632-389329773d42-000000/0TBFnMI_gzRzX7mFhrDiSMbTgyQt9Q_BAu8TkScXEI8=452" rel="noopener noreferrer nofollow" target="_blank"&gt;&lt;span&gt;70% lower cost per conversion&lt;/span&gt;&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Predictive creative scoring leads to better ecommerce results at the same level of spend&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fvidblog.vidmob.com%2Fblog%2Fhalf-of-your-ad-budget-could-be-behind-low-converting-creative-heres-how-one-brand-found-out%3Futm_source=Tldr%26utm_medium=Tldr%26utm_campaign=%26utm_content=prospecting_cta_full_study_results%26utm_term=2026-10-13_tldr_marketing/1/010001a134f321fd-97684aa3-ebb8-4b64-a632-389329773d42-000000/UHZXyR4nu7C1LFXNzkhpkeFx51Chm8HL3QyVw8zdnbk=452" rel="noopener noreferrer nofollow" target="_blank"&gt;&lt;span&gt;Read the full study results on the VidMob blog&lt;/span&gt;&lt;/a&gt;


&lt;/p&gt;
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&lt;div class="text-block"&gt;
&lt;div style="text-align: center;"&gt;&lt;span style="font-size: 36px;"&gt;📱&lt;/span&gt;&lt;/div&gt;&lt;/div&gt;
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&lt;h1&gt;&lt;strong&gt;News &amp; Trends&lt;/strong&gt;&lt;/h1&gt;
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&lt;span&gt;
                                &lt;a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fnews.syr.edu%2F2026%2F10%2F08%2Fyoutube-overtakes-tv-as-top-source-of-political-news-study-finds%2F%3Futm_source=tldrmarketing/1/010001a134f321fd-97684aa3-ebb8-4b64-a632-389329773d42-000000/K-B4343W_8gCLSSgWKrGcXwrWrK88LvUCv54ROIyNd4=452"&gt;
                                    &lt;span&gt;
                                        &lt;strong&gt;YouTube Overtakes TV as Top Source of Political News (2 minute read)&lt;/strong&gt;
                                    &lt;/span&gt;
&lt;/a&gt;
&lt;br&gt;
&lt;br&gt;
&lt;span style="font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, Verdana, sans-serif;"&gt;
                                    YouTube is now the most-used individual source for political and election news in the US at 16.5%, narrowly ahead of TV news at 16.1%. Social platforms collectively lead traditional news sources 60% to 32%, while 61% of Americans trust independent news creators as much as professional journalists on political topics. Credibility depends more on reporting than credentials, with 67% saying the quality of the reporting matters more than formal journalism training. Publicly correcting mistakes is the strongest trust signal, with 86% saying it increases their trust in independent creators.
                                &lt;/span&gt;
&lt;/span&gt;
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&lt;div class="text-block"&gt;
&lt;span&gt;
                                &lt;a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fmartech.org%2Fthe-state-of-ai-in-marketing-q4-2026%2F%3Futm_source=tldrmarketing/1/010001a134f321fd-97684aa3-ebb8-4b64-a632-389329773d42-000000/OHqP9NnaK_1o_kYFpI5NlMGyY9tYeZL74hY9gus6Qh4=452"&gt;
                                    &lt;span&gt;
                                        &lt;strong&gt;The state of AI in marketing: Q4 2026 (6 minute read)&lt;/strong&gt;
                                    &lt;/span&gt;
&lt;/a&gt;
&lt;br&gt;
&lt;br&gt;
&lt;span style="font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, Verdana, sans-serif;"&gt;
                                    More than 90% of marketers use AI, but many still rely on copying and pasting outputs instead of integrating AI into their workflows. Disconnected tools and poor data quality limit its effectiveness, while generating more content creates extra review work and can hurt customer experience. Teams need better workflow integration and data governance to realize AI's business value.
                                &lt;/span&gt;
&lt;/span&gt;
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&lt;div style="text-align: center;"&gt;&lt;span style="font-size: 36px;"&gt;🚀&lt;/span&gt;&lt;/div&gt;
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&lt;div style="text-align: center;"&gt;

&lt;h1&gt;&lt;strong&gt;Strategies &amp; Tactics&lt;/strong&gt;&lt;/h1&gt;
&lt;/div&gt;
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&lt;span&gt;
                                &lt;a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.linkedin.com%2Fposts%2Fcurtishowland_easy-ai-way-to-run-meta-creative-analysis-share-7512647729584726017-BSCU%2F%3Futm_source=tldrmarketing/1/010001a134f321fd-97684aa3-ebb8-4b64-a632-389329773d42-000000/kC-Kt6z0SBEnoGK3WUUUbVF2g9lpiT6eVPJELIuMxl0=452"&gt;
                                    &lt;span&gt;
                                        &lt;strong&gt;Meta creative analysis with Claude (1 minute read)&lt;/strong&gt;
                                    &lt;/span&gt;
&lt;/a&gt;
&lt;br&gt;
&lt;br&gt;
&lt;span style="font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, Verdana, sans-serif;"&gt;
                                    Analyze Meta ad creative performance by exporting daily ad data to a CSV and uploading it to Claude or ChatGPT. Generate 3 charts to track monthly creative churn, weekly production versus hit rate, and spend share from ads under 30 days old. Use 20-30% monthly churn and a 10-15% hit rate as benchmarks. If older ads still drive significant spend or hit rates fall while production stays flat, refresh creative before performance declines.
                                &lt;/span&gt;
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                                &lt;a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.linkedin.com%2Fposts%2Fyojimmykim_a-strange-retention-mistake-teaching-customers-share-7515506493195042816-CiEs%2F%3Futm_source=tldrmarketing/1/010001a134f321fd-97684aa3-ebb8-4b64-a632-389329773d42-000000/Uf_dKDgcpRFq_F3mPAhXbpj30_2BXlgo3oR0e2wanLo=452"&gt;
                                    &lt;span&gt;
                                        &lt;strong&gt;Don't teach customers everything before they buy (1 minute read)&lt;/strong&gt;
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&lt;br&gt;
&lt;span style="font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, Verdana, sans-serif;"&gt;
                                    Improve retention by separating pre-purchase education from post-purchase guidance. Before buying, explain features that build confidence in the decision. After buying, share tips that help customers get more value over time. Teaching customers things they didn't know about owning a product encourages long-term engagement.
                                &lt;/span&gt;
&lt;/span&gt;
&lt;/div&gt;
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&lt;div class="text-block"&gt;
&lt;div style="text-align: center;"&gt;&lt;span style="font-size: 36px;"&gt;🧑‍💻&lt;/span&gt;&lt;/div&gt;
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&lt;h1&gt;&lt;strong&gt;Resources &amp; Tools&lt;/strong&gt;&lt;/h1&gt;
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&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;

&lt;table style="table-layout: fixed; width: 100%;" width="100%"&gt;&lt;tbody&gt;&lt;tr&gt;&lt;td style="padding:0;border-collapse:collapse;border-spacing:0;margin:0;" valign="top"&gt;

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                                &lt;a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Friverside.com%2Fwebinar%2Fregistration%2FeyJldmVudElkIjoiNmFhYThiZmMyZmVkMmQ3ODNlYjQxNDZkIiwic2x1ZyI6Implbm5hcy1zdHVkaW8tM1ZCWEcifQ==%3Futm_source=tldrmarketing/1/010001a134f321fd-97684aa3-ebb8-4b64-a632-389329773d42-000000/1wCgpcZL1QEsCCuwybzYYIPhEdB4bSDq5-Loxp9ypjc=452"&gt;
                                    &lt;span&gt;
                                        &lt;strong&gt;Smart marketers are getting bad AI outputs. Here's why, and how to fix it (Webinar)&lt;/strong&gt;
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&lt;br&gt;
&lt;br&gt;
&lt;span style="font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, Verdana, sans-serif;"&gt;
                                    This webinar explores why ChatGPT and Claude often produce generic marketing recommendations despite strong prompts. It explains why judgment-heavy work requires specialized marketing expertise beyond language skills and access to company data. It will take place today at 11 AM ET.
                                &lt;/span&gt;
&lt;/span&gt;
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&lt;table align="center" border="0" cellpadding="0" cellspacing="0" width="100%"&gt;&lt;tbody&gt;&lt;tr&gt;&lt;td class="container" style="padding: 15px 15px;"&gt;
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                                &lt;a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fsuganthan.com%2Fblog%2Fgemini-citations%2F%3Futm_source=tldrmarketing/1/010001a134f321fd-97684aa3-ebb8-4b64-a632-389329773d42-000000/aRxApBTf4RmfG84EEBOpeU9jQTkDcYr0ZA7ldcA46tQ=452"&gt;
                                    &lt;span&gt;
                                        &lt;strong&gt;How to Find Out Who Gemini Cites for Your Query, and Why It Isn't You (14 minute read)&lt;/strong&gt;
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&lt;span style="font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, Verdana, sans-serif;"&gt;
                                    Gemini's citations shift between runs, so a single answer says little about which pages it actually relies on. This free checker asks Gemini the same question 5 times with Google Search grounding on, then counts how often each source and claim comes back. It compares the recurring claims with a page's raw HTML, labels each one as stated, touched, or missing, and turns the biggest gaps into suggested edits using wording from cited pages.
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&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;

&lt;table align="center" border="0" cellpadding="0" cellspacing="0" width="100%"&gt;&lt;tbody&gt;&lt;tr&gt;&lt;td class="container" style="padding: 15px 15px;"&gt;
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&lt;span&gt;
                                &lt;a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.socialmediatoday.com%2Fnews%2Fx-rebuilds-its-third-party-usage-showcase%2F832684%2F%3Futm_source=tldrmarketing/1/010001a134f321fd-97684aa3-ebb8-4b64-a632-389329773d42-000000/xV_lGNj4Lu5glyUXXQyoq3QEWac9_6OYYCbhAtxJpuA=452"&gt;
                                    &lt;span&gt;
                                        &lt;strong&gt;X rebuilds its third-party usage showcase (2 minute read)&lt;/strong&gt;
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&lt;br&gt;
&lt;span style="font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, Verdana, sans-serif;"&gt;
                                    X rebuilt its API Exhibit website to showcase apps that use X data and encourage more developers to integrate its API. The updated site features official partners and public utility apps alongside agentic use cases. Developers can customize listings and submit Grok Bot templates and agent skill files.
                                &lt;/span&gt;
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&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;

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&lt;div style="text-align: center;"&gt;&lt;span style="font-size: 36px;"&gt;🎁&lt;/span&gt;&lt;/div&gt;&lt;/div&gt;
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&lt;div style="text-align: center;"&gt;&lt;strong&gt;&lt;h1&gt;Miscellaneous&lt;/h1&gt;&lt;/strong&gt;&lt;/div&gt;
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                                        &lt;strong&gt;Oops, I became an expert in a thing that no longer exists (7 minute read)&lt;/strong&gt;
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&lt;span style="font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, Verdana, sans-serif;"&gt;
                                    As AI makes specialized skills obsolete, career resilience comes from 3 things. Preserve transferable behaviors like curiosity and strategic thinking beyond job titles. Learn new skills driven by genuine interest rather than pressure to chase every trend. Retain the taste and judgment developed through experience.
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&lt;/span&gt;
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&lt;span&gt;
                                &lt;a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fthebrandblueprint.substack.com%2Fp%2Fhow-brands-are-skipping-gen-z%3Futm_source=tldrmarketing/1/010001a134f321fd-97684aa3-ebb8-4b64-a632-389329773d42-000000/DTwE_swmlZr_ySG8PfY-QYkvfCrSyflaSVcqdgresAk=452"&gt;
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                                        &lt;strong&gt;How Brands Are Skipping Gen Z (5 minute read)&lt;/strong&gt;
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&lt;br&gt;
&lt;span style="font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, Verdana, sans-serif;"&gt;
                                    Brands can stay relevant without chasing Gen Z trends or trying to look young. Older consumers offer greater spending power and less competition for attention. Tactics include creating distinctive mascots and featuring diverse ages and skin types. Brands can also control their retail experience and design products for everyday use. Choosing relevant celebrities and highlighting scientific expertise can build credibility without relying on influencers.
                                &lt;/span&gt;
&lt;/span&gt;
&lt;/div&gt;
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&lt;div style="text-align: center;"&gt;&lt;span style="font-size: 36px;"&gt;⚡&lt;/span&gt;&lt;/div&gt;&lt;/div&gt;
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&lt;div style="text-align: center;"&gt;

&lt;h1&gt;&lt;strong&gt;Quick Links&lt;/strong&gt;&lt;/h1&gt;
&lt;/div&gt;
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&lt;span&gt;
                                &lt;a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.marketingideas.com%2Fp%2Fbefore-you-add-an-ai-generator-to%3Futm_source=tldrmarketing/1/010001a134f321fd-97684aa3-ebb8-4b64-a632-389329773d42-000000/8y5ON7zCg85M7KnKnZPAGR1_doSoTLY_yu2Yk4W_waU=452"&gt;
                                    &lt;span&gt;
                                        &lt;strong&gt;The best-converting homepage button is... (3 minute read)&lt;/strong&gt;
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&lt;/a&gt;
&lt;br&gt;
&lt;br&gt;
&lt;span style="font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, Verdana, sans-serif;"&gt;
                                    Ask homepage visitors only for what they already have, like an email or a URL, and move open-ended AI prompts inside the product after sign-up.
                                &lt;/span&gt;
&lt;/span&gt;
&lt;/div&gt;
&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;

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&lt;span&gt;
                                &lt;a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fdaringfireball.net%2F2026%2F10%2Fx_once_again_marks_the_spot%3Futm_source=tldrmarketing/1/010001a134f321fd-97684aa3-ebb8-4b64-a632-389329773d42-000000/6xwStq7_aBnG5orLoR87jylwSIJ-6ADxrOLPqTAg25g=452"&gt;
                                    &lt;span&gt;
                                        &lt;strong&gt;X Once Again Marks the Spot (4 minute read)&lt;/strong&gt;
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&lt;/a&gt;
&lt;br&gt;
&lt;br&gt;
&lt;span style="font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, Verdana, sans-serif;"&gt;
                                    X's algorithm now surfaces less unwanted political content and Musk-related posts.
                                &lt;/span&gt;
&lt;/span&gt;
&lt;/div&gt;
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