AI Agents Do Tasks. AI Loops Run Business Systems.

👉 Single Brain - Revenue agents to scale faster using our unified intelligence layer. https://www.singlebrain.com OpenAI's DevDay 2026 opens new ways for marketers to get discovered and build useful workflows. I walk through Dots, plugin discovery, Sign in with ChatGPT, the enterprise Marketplace, Decisions API, and Agents API, then explain what these changes could mean for AEO, SEO and paid media. The opportunity: turn a workflow people need into something they can find and use. Access depends on the product, plan, partner and market. The enterprise Marketplace is a procurement channel; plugin discovery and paid ads are separate routes. Examples and forecasts are my analysis, not a promise of rankings or revenue. Chapters: 00:00 Why marketers should care 00:34 Plugin discovery 02:26 Sign in with ChatGPT 02:59 Single Grain 03:28 A LinkedIn advertising workflow 03:46 The enterprise Marketplace 04:11 A broader discoverability playbook 04:58 Decisions API 05:17 Agents API and computer use 06:32 Package a useful workflow 07:18 AEO, SEO and paid media Source and on-screen launch material: OpenAI's official DevDay 2026 recap https://openai.com/index/devday-2026-recap/ How to Connect IG: https://www.instagram.com/ericosiu/ X: https://x.com/ericosiu 👉 Single Grain - AI marketing firm https://www.singlegrain.com 👉 Get 25k Words of AI-Powered SEO Content: https://clickflow.com/ 👉 Growth Newsletter for top marketers: https://levelingup.beehiiv.com/subscribe

👉 Single Brain - Revenue agents to scale faster using our unified intelligence layer. https://www.singlebrain.com I walk through nine ways I use Jev for marketing and business: SEO and AEO triage, draft quality checks, Instagram follower sorting, organic posts into ads, customer-call mining, recruiting, genuine-news outreach, LinkedIn engagers, and checks before an agent sends as me. Plus the mistake to avoid: waiting until the expensive work is finished to classify what was worth doing. These are my workflows and reported early batches, not guaranteed results. Chapters: 00:00 Jevmaxxing: the quality bar 00:31 1. SEO and AEO opportunity triage 02:39 2. Draft quality gates 04:34 Single Brain Gateway 05:01 3. Find useful Instagram connections 07:30 4. Turn organic posts into ads 09:44 Single Grain 10:14 The mistake: classify before costly work 11:00 5. Mine customer calls and measure hit rate 12:00 6–7. Recruiting and genuine-news outreach 12:43 8. Route LinkedIn engagers 13:34 9. Check before sending 13:51 What will you build with Jev? 👉 Single Grain - AI marketing firm https://www.singlegrain.com 👉 Growth Newsletter for top marketers: https://levelingup.beehiiv.com/subscribe How to Connect IG: https://www.instagram.com/ericosiu/ X: https://x.com/ericosiu

Cody Schneider joins Eric Siu to walk through how he builds AI marketing workflows: customer research to ad scripts and voice tracks, LinkedIn engagement to outreach, and a LinkedIn article to a live Google ranking check. We also cover the infrastructure, brand checks and testing process behind the work. The 250,000 monthly LinkedIn DMs mentioned in the conversation are a Nick Abraham example Cody cites. The live demo shows leads and a sequence prepared, not messages sent. The ad videos were still rendering at the end. The ranking and client performance figures are examples from the conversation, not guaranteed results. Chapters 00:00 11,000 ads: volume and brand checks 00:19 Ad workflow: research, scripts and voice tracks 09:24 LinkedIn outreach: targeting, offers and scale 20:23 SEO workflow: write, publish and check the ranking 26:11 The infrastructure behind all three workflows 32:27 Test ad creative and improve what works 34:31 Build, measure and next steps How to Connect IG: / ericosiu X: / ericosiu 👉 Single Brain - Revenue agents to scale faster using our unified intelligence layer. https://www.singlebrain.com 👉 Single Grain - AI marketing firm https://www.singlegrain.com 👉 Get 25k Words of AI-Powered SEO Content: https://clickflow.com/ 👉 Growth Newsletter for top marketers: https://levelingup.beehiiv.com/subscribe

👉 Single Brain - Revenue agents to scale faster using our unified intelligence layer. https://www.singlebrain.com I use Jev with Grokbot to screen the work our agents handle across recruiting, outbound sales, website leads, speed to lead, LinkedIn outreach, content and software renewals. In this walkthrough, I show the checks we use, the actual content review queue, and a mistake I made: letting the expensive model read everything before asking which passages deserved attention. The useful change is to screen the inputs earlier, inspect the evidence and decide what happens next. Chapters: 0:00 Jev + Grokbot = Superpowers 0:17 How the classifier works 0:59 From inputs to decisions 1:45 Recruiting and AI-fluency questions 3:33 Single Brain Gateway 3:58 Outbound: check the relationship first 5:00 Website lead qualification 5:12 Speed to lead 5:41 LinkedIn outreach 5:53 Content and AEO 7:14 Single Grain 7:38 The actual content review queue 8:27 Software renewal recommendations 9:01 Screen before expensive model work 10:01 Hold weak evidence 10:12 Ready is not permission to act 10:24 Your next step These are workflows and recommendations discussed in the recording. Illustrative lead counts and model scores are not measured accuracy, savings or business results. Jev provides judgments; the connected agents perform the next actions, with human review where needed. Image and video review still requires checking the actual media. How to Connect IG: https://www.instagram.com/ericosiu/ X: https://x.com/ericosiu 👉 Single Grain - AI marketing firm https://www.singlegrain.com 👉 Get 25k Words of AI-Powered SEO Content: https://clickflow.com/ 👉 Growth Newsletter for top marketers: https://levelingup.beehiiv.com/subscribe 👉 Connect your tools with Single Brain Gateway: https://www.singlebrain.com/gateway

👉 Single Brain - Revenue agents to scale faster using our unified intelligence layer. https://www.singlebrain.com I put Claude Opus 5.5 and GPT-6 Astra through seven work tasks with the same prompts at medium settings. We compare YouTube packaging, ad teardowns, lead journeys, stalled deals, case studies and proposals, video editing, and AEO. Watch the actual outputs, follow the running score, and see where each model was useful. These are my results from these tasks. I still use and pay for both models. CHAPTERS 00:00 Opus 5.5 vs. GPT-6 Astra: the test 00:58 API token pricing 01:11 Round 1: YouTube packaging 03:10 Round 2: Ad teardown 06:17 Round 3: Lead journey 07:19 Single Grain 07:38 Lead journey: Opus results 09:24 Round 4: Stalled deals 12:50 Round 5: Case study and proposal 15:35 Single Brain Gateway 16:19 Round 6: Video editing 18:38 Round 7: AEO engine 20:57 Final score and which model to use The benchmark chart is from Artificial Analysis. Wispr Flow ads appear as examples in the ad teardown. Proposed ads shown are concepts, not campaign results. 👉 Single Grain - AI marketing firm https://www.singlegrain.com 👉 Get 25k Words of AI-Powered SEO Content: https://clickflow.com/ 👉 Growth Newsletter for top marketers: https://levelingup.beehiiv.com/subscribe How to Connect IG: https://www.instagram.com/ericosiu/ X: https://x.com/ericosiu

👉 Single Brain - Revenue agents to scale faster using our unified intelligence layer. https://www.singlebrain.com 👉 Single Grain - AI marketing firm https://www.singlegrain.com 👉 Get 25k Words of AI-Powered SEO Content: https://clickflow.com/ 👉 Growth Newsletter for top marketers: https://levelingup.beehiiv.com/subscribe

👉 Single Brain - Revenue agents to scale faster using our unified intelligence layer. https://www.singlebrain.com 👉 Single Brain Gateway - Connect your agents to your tools: https://singlebrain.com/gateway Keep the agents you already use. In this walkthrough, I show where I would add Jev to help classify work, check criteria and route uncertain cases for review. We cover content selection, recruiting, inbox triage, CRM review, customer language, sponsorships, outbound and SEO/AEO. I show the questions I want the workflow to answer and why the next agent still needs clear instructions. Several dashboard examples use fictional data. The TypeSafe benchmark is a vendor demonstration, not our own controlled test. These examples do not establish a 100x improvement or zero hallucinations. Chapters: 0:00 Upgrade your existing agents 0:23 Topic screening example 0:34 What Jev does 1:19 TypeSafe benchmark demonstration 1:53 Start with your workflows 2:05 Content and clip selection 2:30 Define a good result 2:42 Recruiting evidence and review 3:39 Single Brain 4:05 Choose the right workflow 4:42 Illustrative dashboard: inbox triage 4:52 CRM and revenue 5:10 Customer voice 5:50 Sponsorships 6:15 Outbound review 6:49 Search and AI visibility 7:23 Single Brain Gateway 7:52 Choosing useful clips 8:27 Stop duplicate content 9:23 Define your criteria 9:37 Keep human judgment 10:20 Where to start Demo credit: TypeSafe / Jev for the Wikipedia classification demonstration. Dashboard data is fictional and shown for illustration. 👉 Single Grain - AI marketing firm https://www.singlegrain.com 👉 Get 25k Words of AI-Powered SEO Content: https://clickflow.com/ 👉 Growth Newsletter for top marketers: https://levelingup.beehiiv.com/subscribe 👉 Join our team: https://www.singlegrain.com/careers/ How to Connect IG: https://www.instagram.com/ericosiu/ X: https://x.com/ericosiu

Meta Muse, Grok Bot, Instinct and Hermes: which AI agent is best for real work? I walk through the tasks I use each one for in my business and personal life, then share my daily-driver verdict. See Meta Muse rework content, Instinct tackle research and pitches, Grok Bot handle calls and routines, and Hermes analyze marketing data. These are my real workflows, not a controlled benchmark. Some are still internal tests. 00:00 Which Agent Is Best? 00:18 Meta Muse: reworking content 08:45 Single Brain (sponsor) 09:06 Meta Muse: recording cards 10:49 Instinct: research and pitches 15:24 Single Grain (sponsor) 15:48 Grok Bot: calls and routines 19:44 Hermes: marketing data and strategy 22:56 My daily-driver verdict 23:03 Why I use all four How to Connect IG: https://www.instagram.com/ericosiu/ X: https://x.com/ericosiu 👉 Single Brain - Revenue agents to scale faster using our unified intelligence layer. https://www.singlebrain.com 👉 Single Grain - AI marketing firm https://www.singlegrain.com 👉 Get 25k Words of AI-Powered SEO Content: https://clickflow.com/ 👉 Growth Newsletter for top marketers: https://levelingup.beehiiv.com/subscribe

👉 Single Brain - Revenue agents to scale faster using our unified intelligence layer. https://www.singlebrain.com Jev adds a decision layer to the AI agents you already use. In this walkthrough, I show how we use it with Grok Bot, Instinct, Meta Muse, and Codex for content checks, recruiting, software usage, creative briefs, and video workflows. The goal is to make better decisions at scale, then improve the checks using real feedback. I also show where the evidence is still thin and why human judgment stays in the loop. Chapters: 0:00 Why Jev feels like god mode for AI 0:57 Grok Bot: better SEO and content decisions 3:03 Recruiting: look beyond the job title 4:04 Check software usage before renewing 5:08 Instinct: a second opinion on your work 6:15 Single Brain: managed marketing agents 6:32 Ask what changed, then improve the checks 8:05 Meta Muse: test ideas before production 10:00 Codex: evaluate and improve content 12:30 Single Brain Gateway 14:00 Building better AI video workflows 15:31 Review the prototype and improve it 17:19 High scores are not enough evidence 17:49 Start with shadow judgment TypeSafe/Jev demo footage and vendor benchmarks are shown for context. Historical backtests and model judgments are not independent proof of accuracy or business results. How to Connect IG: https://www.instagram.com/ericosiu/ X: https://x.com/ericosiu 👉 Single Grain - AI marketing firm https://www.singlegrain.com 👉 Get 25k Words of AI-Powered SEO Content: https://clickflow.com/ 👉 Growth Newsletter for top marketers: https://levelingup.beehiiv.com/subscribe 👉 Connect your tools with Single Brain Gateway: https://www.singlebrain.com/gateway

How to Connect IG: / ericosiu X: / ericosiu 👉 Single Brain - Revenue agents to scale faster using our unified intelligence layer. https://www.singlebrain.com 👉 Single Grain - AI marketing firm https://www.singlegrain.com 👉 Get 25k Words of AI-Powered SEO Content: https://clickflow.com/ 👉 Growth Newsletter for top marketers: https://levelingup.beehiiv.com/subscribe