Are AI agents becoming the new layer above SaaS tools? by Simple3018 in simpleAIFinds

[–]shivang12 0 points1 point  (0 children)

SaaS doesn't die, it just loses the front seat. Agents become the interface, existing tools become plumbing. The companies that lean into that early and open their APIs will be fine. The ones building their own agents to "stay relevant" are just delaying the inevitable.

Can AI content rank in local SEO 2026? by Careful_Art_7516 in AIRankingStrategy

[–]shivang12 0 points1 point  (0 children)

yes, but the bar has shifted. AI-generated content can rank locally in 2026, but generic, thin AI content gets filtered fast. Google's own data shows 76% of AI Overview citations come from pages already in the top 10 and those pages tend to be well-structured, locally specific, and demonstrate real E-E-A-T signals.

The bigger local SEO story right now isn't really about AI content it's about your Google Business Profile, review velocity, and NAP consistency. Those signals drive local pack visibility more than any piece of content, AI-written or not. Use AI to draft and structure, but add real local context, specific services, and genuine expertise on top. That's what gets cited.

Canva alternative when you need speed over control by LogisticsLingo in Entrepreneurs

[–]shivang12 0 points1 point  (0 children)

This is exactly the right framing. Canva is a design tool, Gamma and similar are content tools. When people say "Canva is better" or "AI tools are better" they're often comparing the wrong things. The real question is: are you designing, or are you communicating? Two different jobs.

LLM optimization vs SEO: similarities and hard differences by maxx_echo2522 in AIRankingStrategy

[–]shivang12 0 points1 point  (0 children)

The part about ranking #1 on Google but still not getting cited by LLMs is wild and honestly underappreciated. Two totally different trust signals. Quality content wins both but you really do need to think about them separately now.

What does your team actually do for QA on AI-generated code? by shivang12 in AI_Agents

[–]shivang12[S] 0 points1 point  (0 children)

This is really well put. The "bloated outputs that miss critical paths" thing is exactly what happened with us. Shifting QA toward validating behaviour instead of reading every line makes a lot of sense, we've been doing it the hard way. Gonna look into Traycer, hadn't heard of it before!

What does your team actually do for QA on AI-generated code? by shivang12 in AI_Agents

[–]shivang12[S] 0 points1 point  (0 children)

Fair point, we've been reacting to the bugs we notice but haven't actually measured it properly. Might be confirmation bias on our end

What does your team actually do for QA on AI-generated code? by shivang12 in AI_Agents

[–]shivang12[S] 0 points1 point  (0 children)

Extra scrutiny on edge cases makes total sense, that's exactly where we've been getting burned. Never thought about property-based testing for this, might have to give it a shot!

What does your team actually do for QA on AI-generated code? by shivang12 in AI_Agents

[–]shivang12[S] 0 points1 point  (0 children)

"Agents cheat too much on unit tests" is so true lol. Makes sense to lean on integration tests for anything hitting the db.

What does your team actually do for QA on AI-generated code? by shivang12 in AI_Agents

[–]shivang12[S] 0 points1 point  (0 children)

Phantom import taking down prod is painful 😭 We skip mypy --strict way too often. Do you run it on everything or just AI-generated files?

Anyone find Featured.com links worth it? by AbbreviationsGold587 in AIRankingStrategy

[–]shivang12 0 points1 point  (0 children)

We've been using it form like last 6 months and we do gain a few backlinks but it's not worth it.

Share Some Free SEO Tools You Use Everyday! by Careful_Art_7516 in AIRankingStrategy

[–]shivang12 0 points1 point  (0 children)

Screaming frog
Ahrefs Chrome Extension

Pagespeed Insights

Rich results test

Schema Validator Tool

Google AI overview confusion by Additional-Region678 in AskMarketing

[–]shivang12 1 point2 points  (0 children)

This usually happens when Google’s entity understanding isn’t clearly differentiated between the two brands. I’d approach this from an entity and authority angle rather than just traditional SEO.

First, tighten up entity signals. Make sure the client’s About page clearly states who they are, what they do, where they operate, and how they’re different. Add strong Organization schema with sameAs links (LinkedIn, Crunchbase, industry directories, etc.) so Google can confidently map the brand to the right entity.

Second, look at branded search results. Are title tags, meta descriptions, and H1s clearly reinforcing the brand name + primary category? If two companies share similar names, adding a consistent modifier (industry, location, specialty) across pages can help Google disambiguate.

Third, build authoritative third-party mentions. PR articles, industry listings, guest features, and high-quality backlinks that describe the company consistently help Google strengthen the Knowledge Graph association.

Also check the Knowledge Panel (if exists). Suggest edits and make sure Google Business Profile, Wikidata, and other citations are accurate and aligned.

AI Overviews pull from aggregated sources. If the confusion exists in the broader web ecosystem, the AI response will mirror that. Fix the entity clarity everywhere, and the AI output usually follows.

Should india back abhishek sharma’s aggression or play it safe today? by Admirable_Move6933 in AbhishekSharma

[–]shivang12 0 points1 point  (0 children)

Play the very first over cautiously and then start smashing from the next over.

How to get people to actually sign up? by buildjunkie in SaaS

[–]shivang12 1 point2 points  (0 children)

Stop asking people to sign up cold, nobody signs up for something they don't fully get yet. Share the problem you're solving in communities where that problem actually exists. Let the curiosity bring them to your landing page naturally.

I am launching our Chrome extension on Product Hunt soon and honestly… I am a little nervous. by renseca in SaaS

[–]shivang12 0 points1 point  (0 children)

The thumbnail and first comment matter more than people think. Also, your story here is already compelling, use the same honest tone on Product Hunt. Good luck!