u/shadow_Monarch_1112

Been thinking a lot lately about AI agent use cases that actually have a tangible, measurable output and stumbled onto something worth sharing.

There's a tool called [Repriced.ai](http://Repriced.ai) that works as a post-booking price monitoring agent. You connect your email, it parses your flight and hotel confirmations automatically, then runs continuous price checks against your original booking. When it catches a drop, it handles the repricing workflow with the airline or hotel and gets you the difference back.

Been using it for about 6 months now and saved roughly $2k across a mix of flights and hotels. The variance is interesting though, some bookings save nothing while others have come back 20-30% cheaper, seems to perform better on flexible rate hotels than basic economy flights.

From a pure agent architecture standpoint I find it a genuinely clean use case. The core loop is simple: parse confirmation emails with NLP, monitor prices continuously, trigger a workflow on a specific event, handle the rebooking. No human in the loop, fully automated, and the output is completely measurable in dollars.

Anyone here built something similar for other post-purchase monitoring scenarios? Feels like this pattern could apply to a lot of things beyond just travel.

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u/shadow_Monarch_1112 — 20 hours ago

Took a revenue orchestration platform demo expecting a dashboard wrapper and walked out thinking differently

Went in completely skeptical. We already have hubspot, apollo, a clay enrichment workflow, and a third-party intent feed. The pitch for a unified revenue orchestration platform has always sounded like paying more for a view that wraps your existing tools.

The demo somehow shifted that framing. They pulled up one of our target accounts and showed me seven signal events from the past three weeks across four sources. Two of those sources we already paid for. We hadn't seen any of it because none of our tools were talking to each other, the signal existed in our stack but the layer to surface and act on it didn't. That's not a dashboard wrapper, it's a different category of problem entirely.

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u/shadow_Monarch_1112 — 1 day ago

What’s a travel rule you always break and why?

You know, the classic advice: pack less, learn the language, eat only local... what rule do you always ignore and what’s your secret for enjoying the trip anyway? I’d love to hear your experiences!

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u/shadow_Monarch_1112 — 3 days ago

What are you guys using to collect payment at the end of a visit?

Been doing pet sitting and dog walking for about eight months, mostly word of mouth in my neighborhood, it's going well but the payment side has always felt slightly awkward and I'm not sure I have it figured out yet.

Right now I'm doing a mix of Venmo and cash depending on what the client prefers, the cash clients are fine but the Venmo ones are inconsistent, some pay immediately, some take a couple of days, one forgot entirely and I had to follow up twice which felt uncomfortable.

Curious what others in here are actually using, specifically for collecting at the end of a visit rather than invoicing after, I want the transaction to close before I leave the house not two days later over text.

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u/shadow_Monarch_1112 — 4 days ago

Install my first ever water heater, right in our RV

We've been using the old water heater for years, my wife and I decided to replace a new one, before we try to install this ourselves, we have some concerns about whether we can do it on our own, and turns out it was easier than we thought.Sharing my actual install pic to help other RV owners avoid the same errors. Pay extra attention to the wire connection and sealing part, it’s super easy to go wrong. Have you ever messed up any RV water system upgrade? Would like to discuss with you guys.

u/shadow_Monarch_1112 — 4 days ago
▲ 6 r/isitAI+1 crossposts

What do you think? Real or Ai?

What's your opinion, is this bedroom real or not? I personally can't find anything out of place but it just looks weird to me

u/shadow_Monarch_1112 — 1 day ago

[HIRING] Easy Remote Task | Weekly Payments

"We're bringing in more people for a very small online task. Takes around 3-5 minutes.

Application process: Upvote this post Join here: https://discord.gg/5cRnB8e3g Reply ""Joined"" and your country

Only limited spots available.

You need: Phone or laptop Discord

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u/shadow_Monarch_1112 — 5 days ago

Weird relief you get from getting paid on the spot, anyone feels the same?

Been doing odd jobs and small gigs on weekends for about six months, lawn care mostly with some pressure washing when clients ask, for the first couple of months I was cash only, then I had two clients in one week who wanted to pay card and I had nothing, one rescheduled, one didn't come back, that was enough of a forcing function.

Downloaded tap to pay, setup that afternoon, the next client tapped their card at the end of the job while I was still loading the trailer, payment was moving before I'd driven off the street, it was such a different feeling from waiting on a venmo transfer or hoping someone remembered to get cash.

Should have done it before the first job.

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u/shadow_Monarch_1112 — 6 days ago

I was on a full flight last week when United selected me for involuntary denied boarding because they overbooked. They rebooked me on a flight eight hours later and handed me a $200 voucher. I had an important client meeting and ended up missing it entirely. I know the DOT rules for IDB compensation are higher than what they offered. The customer service line just keeps telling me to accept the voucher. Is there an effective way to delegate the back and forth so I'm not the one fighting the IDB compensation case for weeks?

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u/shadow_Monarch_1112 — 8 days ago

I’ve heard GP wait times can sometimes be long in some places.

If someone in Dublin needs to speak with a doctor quickly for something that isn’t an emergency, what do people usually do?

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u/shadow_Monarch_1112 — 8 days ago

Been debating projector vs bigger TV for months. Finally pulled the trigger on the DBOX02 Pro during the launch deal at $1,199 (normally $1,599) and it was the right call. Setup took seconds, just pointed it at the wall and the autofocus, keystone correction, and screen alignment all sorted themselves out automatically. Picture is sharp and bright enough that I watch with curtains open in the afternoon with no issues. The killer feature for me though? Native Netflix certification built right into Google TV, no dongles, no workarounds, just works.

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u/shadow_Monarch_1112 — 9 days ago

Working nights at the warehouse means I pack lunches to save money but everything cheap ends up tasting flat. I researched budget tingly snacks with tongue tingling sensation and floral aroma that run from eight to thirteen dollars. A lot of the cheaper ones claim the electric numbing buzz but deliver almost nothing. I’m looking for the best website or brand for affordable snacks that actually give a real citrusy tingle.

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u/shadow_Monarch_1112 — 9 days ago

Shortage problems. My usual CVS has been out of Ozempic for weeks. They offered me Adlyxin (lixisenatide) instead. I looked it up. Adlyxin is a short-acting GLP-1 (half-life 3 hours, taken daily). It's approved for diabetes but not really for weight loss. The GETGOAL trials showed only about 0.5-1kg weight loss. I feel like I'd be downgrading significantly. But I also don't want to go without medication for weeks.

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u/shadow_Monarch_1112 — 10 days ago

Shortage problems. My usual CVS has been out of Ozempic for weeks. They offered me Adlyxin (lixisenatide) instead. I looked it up. Adlyxin is a short-acting GLP-1 (half-life 3 hours, taken daily). It's approved for diabetes but not really for weight loss. The GETGOAL trials showed only about 0.5-1kg weight loss. I feel like I'd be downgrading significantly. But I also don't want to go without medication for weeks.

reddit.com
u/shadow_Monarch_1112 — 10 days ago

Deep seek has been my favorite app since last year when I was captivated by how creative and intelligent it is.after updates v4,I haven’t tested alot but it got super fast.deepseek for the moment has a huge context window, it went from 128k to 1 million.I'm using a 13k word prompt that fine tunes the ever living ish out of it and it's better than before for role playbetter than Claude or Gpt or any other model. it’s super cheap. my accio work update V4 model,and it only uses about half creddits.tell it to write something then correct it til it's perfect with feedback. tell it to generate a codex that you can make into a txt file so next time it's already perfect (with examples)copy paste that to a new session. fine tune it again. tell it to revise the text file into an updated codex that fixed the old ones issues.so that again and again.until your text file results in instant perfection when loadedNo complain,maybe make new a prompt!!not fake at all.this version is better....

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u/shadow_Monarch_1112 — 11 days ago

I’ve been trying to improve how we handle customer conversations in our workflow.We do a lot of calls and feedback chats, but most of the useful insights still end up scattered or lost because no one has time to properly review everything later.Right now the main issue is just scale — once volume increases, manual note-taking doesn’t really keep up.Curious how others are solving this:Are you recording + transcribing calls, or still doing manual notes?How do you organize insights from different conversations?What actually works when you’re dealing with a high number of calls/DMs?

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u/shadow_Monarch_1112 — 16 days ago

I’m looking to get ACLS certified and was wondering if anyone has recomme͏ndations for classes in Concord. Prefer something with flexible scheduling if possible.

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u/shadow_Monarch_1112 — 20 days ago