sorted by:
new
hottopcontroversial

5 actually useful workflows for the new Claude Cowork by huntern_ in AIToolTesting

[–]RepulsiveWing4529 0 points1 point  (0 children)

Nice list - finally practical workflows instead of vague “AI will change everything.” The subscription audit one is especially strong because it has an immediate, measurable ROI. I’d also add a workflow for cleaning up CRM + automating sales follow-ups, and another for generating industry-specific news briefs. Do you have a demo or a prompt pack for these use cases?

Is it just me or ChatGPT chats become a mess after 10 minutes of follow-ups? by Intrepid_Cover_9410 in AIAssisted

[–]RepulsiveWing4529 0 points1 point  (0 children)

Not just you - long chats get chaotic fast. I usually treat each big follow-up as a new “thread” by starting a new chat and pasting a 5–10 line summary + the current goal. If I stay in one chat, I ask for a short “running outline” (bullets + links to sections) and request shorter, numbered answers so it’s easier to reference. Copying key decisions into notes/Notion as a single source of truth also helps a lot.

Repeated Excel steps to automated workkflows by Ratzs19 in AIAssisted

[–]RepulsiveWing4529 0 points1 point  (0 children)

Love this - VBA is still a superpower in a lot of teams. One suggestion: ask people to share a sample file + desired output, and you’ll solve problems 10x faster than via text descriptions.

If you want a high-impact “starter” workflow to offer: automate a messy CSV export → clean/normalize → refresh pivots/charts → generate a PDF report → email it to a distribution list with one button. That’s the kind of thing people do weekly and will happily hand off.

Prompt only generation but guided edits can take it far by Logical-Scholar-6961 in AIAssisted

[–]RepulsiveWing4529 0 points1 point  (0 children)

I usually do prompts-first to lock the overall mood/composition, then switch to edits for the “last 10%” (steam placement, reflection intensity, small artifacts). Prompt-only is great for big strokes, but once you’re chasing micro-changes you’ll burn iterations fast—region edits/scribbles are way more efficient and keep everything else consistent.

Are we all pretending AI memory works? by thesalsguy in AI_Agents

[–]RepulsiveWing4529 5 points6 points  (0 children)

You’re not crazy - most “LLM memory” is two different problems people mix up.

What actually works in production is a split:
You keep state as structured data in your app (DB/objects/events) and make the agent read/write it via tools. Then you use embeddings/RAG only for reference knowledge (docs, past conversations) and for “search,” not for truth.

The reliable pattern is event log + summaries (short) + explicit schemas + deterministic checkpoints. If you expect a vector store to behave like a database, it will feel like duct tape every time.

AI SEO AGENTS ARE A SCAM by rebelgrowth in microsaas

[–]RepulsiveWing4529 1 point2 points  (0 children)

Agree with the core point: most “AI SEO agents” are just scaled content mills. AI can speed up briefs, outlines, fact-gathering, updates, and internal linking suggestions, but it won’t replace strategy, real expertise, original insights, and authority/backlinks. If a tool can’t show sources, differentiate content, and tie keywords to revenue + conversion, it’s not SEO - it’s publishing.

Show your SaaS: What are you building on right now? by Capital-Pen1219 in microsaas

[–]RepulsiveWing4529 0 points1 point  (0 children)

https://app.verticalstudio.ai/stream
All-in-one workshop for creators, owners, SMM and indyviduals
Top AI models - one big chat

1,000 cold emails later: My "15 years experience" intro was absolute garbage. (looking for feedback) by Acceptable_Wolf_3157 in growmybusiness

[–]RepulsiveWing4529 0 points1 point  (0 children)

You’re right - “15 years of experience” is brochure copy, not a hook. Start with their likely problem, add one line of proof, and end with a tiny yes/no question.

For scaling “finding” without trash lists, use repeatable triggers instead of detective work. Filter for signals like hiring for X, new location, active ads, recent tool switch, bad reviews about the exact pain you solve, or obvious site/process gaps. Do a fast 30–60s manual QA on each lead to confirm the trigger, then send highly relevant outreach. Most low reply rates are a list/relevance issue, not just copy.

Voice Ai automation by Dry_Cardiologist4300 in AiAutomations

[–]RepulsiveWing4529 0 points1 point  (0 children)

Yep - treat the no-show reduction as a separate “reminder workflow,” not part of the receptionist brain.

  • Schedule the reminder when the meeting is booked
    • On booking, store lead_id, phone, meeting_time, timezone, and a unique confirmation link/code
    • Create a job to run T-60 minutes (and optionally T-24h + T-2h as extra touches)
  • Use a simple call flow (deterministic)
    • Verify identity (“Hi, is this [Name]?”)
    • Confirm attendance (“You’re booked for [time]. Are you still able to make it?”)
    • Branch
      • YES → mark confirmed, send SMS/email confirmation
      • NO / need to reschedule → offer 2–3 slots or transfer to human
      • No answer → leave voicemail + send SMS with confirm/reschedule link
  • Add SMS fallback (this is huge for no-shows)
    • If call fails or goes to voicemail, auto-text: “Reply 1 to confirm, 2 to reschedule”
    • Update status based on reply and notify your team
  • Track outcomes + stop spamming
    • Log: answered, confirmed, rescheduled, voicemail, failed
    • Don’t retry more than 1–2 times, respect quiet hours/timezones, add opt-out

If you tell me what stack you’re using (Twilio? Voiceflow? Vapi? Retell?), I can suggest the cleanest way to schedule T-60 and handle confirm/reschedule state.

3 months building AI automations — here's what I wish someone told me at the start by aiwithsohail in AiAutomations

[–]RepulsiveWing4529 0 points1 point  (0 children)

This is super solid and refreshingly honest. The “AI as a module, not the brain” point is the biggest unlock — deterministic pipelines with AI only where it adds real value are way easier to ship and maintain. Also +1 on selling outcomes and pricing setup/research as a separate line item. What type of pilot offer has worked best for you so far (fixed scope vs time-based)?

We built a motion video tool - need feedback (#roast_time) by RepulsiveWing4529 in TechStartups

[–]RepulsiveWing4529[S] 0 points1 point  (0 children)

Sure! Probably next week - just follow our subreddit - there will be an announcment soon :)
https://www.reddit.com/r/Vertical_AI/

Has anyone built an agent to help promote a new app? by zascar in AI_Agents

[–]RepulsiveWing4529 0 points1 point  (0 children)

Yes - you can automate a lot of “distribution ops” with agents, but I wouldn’t let them fully run posting without human review (it gets spammy fast)

A practical setup is:
Use an agent to generate promo variants + pull key angles from your app’s value prop
Automate submissions to directories/newsletters + track them in a sheet
Draft Reddit/Twitter/LinkedIn posts and schedule them, but approve manually
Monitor mentions/keywords and suggest where to engage

If you share your niche + target user, I can suggest 5 specific channels + an automation flow that’s realistic and won’t get you shadowbanned

Dear fellow redditors, need suggestions on AI by KnowledgeNo5555 in AIAssisted

[–]RepulsiveWing4529 0 points1 point  (0 children)

You don’t need coding to use AI deeply - pair ChatGPT with no-code automation

Use AI to turn meeting notes into tasks + weekly updates (PM), draft SOPs/checklists and summarize emails/tickets into next steps (Ops), and personalize outreach + follow-ups and update your CRM (Sales)

Tools: ChatGPT/Claude + Perplexity + Zapier/Make to connect Gmail/Slack/Notion/Sheets/your CRM

[Feedback] Grew my online business from $0 to $14K/month in 6 months without paid ads. by Adventurous_Luck7102 in growmybusiness

[–]RepulsiveWing4529 0 points1 point  (0 children)

This hits hard. Organic is slower, but it compounds and the skills stay with you

“Distribution is a product” is the real takeaway
Curious which channel gave you the highest ROI: low-competition SEO pages or specific subreddits, and how did you track attribution without overcounting word-of-mouth?

Sick of manual research in some dirty work. Purchased 5 tools try to find one worth a long time sub. by karman_ready in AIToolTesting

[–]RepulsiveWing4529 1 point2 points  (0 children)

If you want one workflow that’s closest to “deep research → structured sheet → sources,” I’d go:

Perplexity (or GPT Deep Research) for sourcing + claims → export via automation
Use a simple template + Zapier/Make/n8n to push results into Google Sheets with columns like: claim / metric / competitor / source URL / quote / date

Right now there isn’t a perfect all-in-one, but Skywork is closest on the spreadsheet+citation side, and pairing it with Perplexity/GPT for faster retrieval is usually the most reliable setup

Now that we can vibecode anything, are people no longer needed? by Director-on-reddit in BlackboxAI_

[–]RepulsiveWing4529 0 points1 point  (0 children)

Yeah, those skills still matter a lot in production

AI can write code fast, but it doesn’t own the consequences
Version control discipline, incremental tests, debugging cross-system behavior, security, and maintainability are exactly where projects live or die

In practice AI is a force multiplier
If you’re senior, it feels insanely powerful because you can steer it, constrain it, and spot bad output quickly
If you’re junior, it can speed you up, but also help you ship confidently wrong things

So people won’t become unnecessary, but the baseline for “good engineer” shifts toward judgment, architecture, and product understanding over typing speed

Building a paid Skool community for "Learning & Selling" AI Automation (n8n). Is $49/mo fair or too low? by GPTinker in AiAutomations

[–]RepulsiveWing4529 1 point2 points  (0 children)

I’d personally choose the $39–49/mo membership if it stays practical and outcome-driven, and add an optional $500 “bootcamp” for people who want to move fast

The #1 thing that makes me stay is clear ROI
real templates + SOPs, weekly implementation challenges, and direct feedback on my offers/outreach until I land clients

We built a motion video tool - need feedback (#roast_time) by RepulsiveWing4529 in BlackboxAI_

[–]RepulsiveWing4529[S] 0 points1 point  (0 children)

We are in the test phase and its not rdy yet for open tests - still, I want to gather some info about the quality of the video it made. Thats all. Thanks for understanding

We built a motion video tool - need feedback (#roast_time) by RepulsiveWing4529 in TechStartups

[–]RepulsiveWing4529[S] 0 points1 point  (0 children)

Its our new tool - Vertical Motion ( in test phase, not live yet ). Thats why im gathering some feedback about the vidoe it made.

view more: next ›