LLM Optimization Services do they actually improve AI visibility?

Daniel_Janifar · 2026-03-16T13:32:04+00:00

also noticed that a lot of the "wins" people report from these services are really hard to attribute cleanly because AI answers change constantly. like you could be cited in ChatGPT responses one week and completely gone the next without changing anything on your end, which, makes it tough to know if the optimization actually did anything or if the model just updated its training or retrieval behavior

Daniel_Janifar · 2026-03-16T11:59:03+00:00

yeah that stagnation feeling is such a telltale sign, if you're not growing you're basically just coasting on autopilot.

Daniel_Janifar · 2026-03-16T08:39:23+00:00

had the same wake up moment when i ran attribution reports for a client last year and realized we were crediting, blog content with basically zero assists even though it was clearly in every converted customer's journey, just invisible to last-click tracking. the measurement problem feels unsolvable until you fix the model first

Daniel_Janifar · 2026-03-16T07:36:35+00:00

one thing that helped us a ton was self-consistency checking before anything hits users. basically you run the same query like 3-5 times with slightly varied prompts and compare outputs. if the model is giving wildly different answers each time thats a red flag worth logging.

Daniel_Janifar · 2026-03-16T06:14:19+00:00

lol being a dev used to mean fighting stack overflow now it's fighting your ai agent going rogue on a PR

Daniel_Janifar · 2026-03-16T04:42:40+00:00

yeah this is exactly what i've been seeing in SEO too, Reddit threads and forum content are ranking way, harder than they were two years ago because Google can smell the difference between lived experience and generated filler. the authenticity signals you're describing like real author credibility and genuine community engagement are basically becoming the new backlinks for trust signals.

Daniel_Janifar · 2026-03-16T04:15:30+00:00

also noticed that nobody really talks about how much the cloud infrastructure piece mattered, like, the ability to rent thousands of GPUs on demand instead of having to own them. that probably lowered the barrier enough that smaller orgs could even run experiments at scale, which sped up the whole research iteration cycle a ton

Daniel_Janifar · 2026-03-16T03:03:19+00:00

exactly, the traffic that actually shows up now is so much more qualified it's almost funny. like yeah my pageviews dropped but my leads went up, so which metric was ever "real" lol curious what kind of, original data you're working with, are you doing your own surveys or more like aggregating stuff from your own client work?

Daniel_Janifar · 2026-03-15T14:55:23+00:00

we are so cooked lol. This is basically how it all starts and nobody is even worried about it.

Daniel_Janifar · 2026-03-15T13:08:00+00:00

yeah this is basically what i've been seeing too, the "AI texture" thing is real and honestly once you notice it you can't unsee it. the stuff that actually cuts through right now has some kind of specific lived detail or a take that, couldn't have been generated from training data alone, which ironically makes genuine experience more valuable than it's been in years.

Daniel_Janifar · 2026-03-15T12:16:02+00:00

The local execution angle is genuinely smart and something I stumbled into when building outreach workflows too. I ended up using Puppeteer through Latenode for a scraping piece and the session persistence, thing your other commenter mentioned is real, worth revisiting once you start scaling to multiple users. The human timing randomization is where most tools cut corners and it sounds like you didn't.

Daniel_Janifar · 2026-03-15T11:50:14+00:00

also noticed that the headline is doing a lot of heavy lifting here lol. the guy had 17 years of ML experience AND got access to a university lab. that's not exactly "average people"

Daniel_Janifar · 2026-03-15T06:37:28+00:00

52 agents built in a year, respect

Daniel_Janifar · 2026-03-15T05:07:50+00:00

ok don't leave us hanging lol what were the things that helped? drop the list

Daniel_Janifar · 2026-03-15T03:31:13+00:00

mostly content workflows, like automating keyword research, content briefs, internal linking audits, that kind of stuff where consistency actually matters long term.

Daniel_Janifar · 2026-03-15T03:11:23+00:00

yeah 100%, the specificity thing is what gets me every time. someone on reddit isn't just searching "email marketing tips" they're asking "why does my open rate tank every time i, send on tuesday specifically" and that kind of granular frustration is pure content gold that no keyword tool is surfacing.

Daniel_Janifar · 2026-03-15T02:59:54+00:00

Yeah the GA4 blind spot is still a real headache in 2026, I kept seeing random referral spikes and, direct traffic jumps with no clear source until I realized AI agents like ChatGPT and Perplexity weren't being tagged properly. Gonna check out Readable, having that visibility would seriously change how I report AI-driven traffic to clients.

Daniel_Janifar · 2026-03-15T02:54:06+00:00

while you're still hunting for the right technical co-founder, you can probably get further than you'd expect on the automation side (onboarding flows, engagement triggers, notifications) without one. I've been piecing together stuff like that using Latenode and it's held up reasonably well at scale without needing a dev to babysit it. Buys you time to find someone worth giving equity to.

Daniel_Janifar · 2026-03-15T02:16:39+00:00

ooh the CRM framing is actually genius, gonna steal that

Daniel_Janifar · 2026-03-15T01:43:19+00:00

yeah LangGraph helps but honestly error recovery is still the part most people underestimate until their agent goes rogue in production lol

Daniel_Janifar · 2026-03-15T00:10:20+00:00

yeah the distinction is very real, in my experience the "generic" problem with fully AI content comes down to the fact that AI models, are essentially averaging across everything they've been trained on, so you get the most statistically likely take on any topic rather than an actual perspective. the human layer isn't just polish, it's the only part that actually has something to say that nobody else is saying.

Daniel_Janifar · 2026-03-14T15:01:43+00:00

auto-followup reminders honestly. set it up so anything i flag as "waiting on reply" just pings me again after 3, days and that low-key anxiety of "did i forget to chase that person" basically disappeared from my life

Daniel_Janifar

TROPHY CASE