Who else is totally geeked out on what's possible w/ prompting?
Token Management:
If you are doing any kind or form of AI development using Claude, Gemini, GPT Codex, etc., token management needs to be taken into consideration and part of your AI dev strategy.
Experimented w/ a variety of prompting methodologies, best method that I've found for reducing token usage w/ Claude has been a combination of using JSON + Query Language w/ some regex (...Who else is totally geeked out on what's possible w/ prompting?
Token Management:
If you are doing any kind or form of AI development using Claude, Gemini, GPT Codex, etc., token management needs to be taken into consideration and part of your AI dev strategy.
Experimented w/ a variety of prompting methodologies, best method that I've found for reducing token usage w/ Claude has been a combination of using JSON + Query Language w/ some regex ( Regular Expressions ). If you have experience writing custom dimensions in Looker/DataStudio using SQL, you will find comfort in applying those same methods in your prompts.
Using the above method, was able to reduce token usage on a task from 5,834 tokens down to 1,126 tokens where the task ran for 10m 44 sec.
Prompt took about 30 mins to write/structure & was used for building out Rent Roll Analysis dashboard. What I like about using Claude is its computational power/abilities.
How is everyone else dealing with "Token Management" and their LLM and what's your favorite LLM?
Cheers!
Show more
Wanted to share some AI stuff I've been tinkering with for the past several months.
AEO / AI Optimization is a hot topic in our industry. There are various commercial platforms that will analyze a sites keywords, content, AI visibility & technical SEO. SEMrush, Conductor, Brightedge. etc. Some of these platforms come with a hefty annual subscription fee $50K.
Needed something to quickly analyze a sites META data ( H Tags, Title Tags, META...Wanted to share some AI stuff I've been tinkering with for the past several months.
AEO / AI Optimization is a hot topic in our industry. There are various commercial platforms that will analyze a sites keywords, content, AI visibility & technical SEO. SEMrush, Conductor, Brightedge. etc. Some of these platforms come with a hefty annual subscription fee $50K.
Needed something to quickly analyze a sites META data ( H Tags, Title Tags, META description ), Content for E-E-A-T ( Experience, Expertise, Authoritativeness, and Trustworthiness ), & SCHEMA for AEO & AI optimizations + provide guidance on where optimizations can be made to improve rankings & identify opportunities for improving content, etc.
Built using React + JSON + prompting.
Export options include: PDF, PNG, MsWord & PowerPoint.
Sorry for the multiple screenshots. I live in Tampa and I picked a random site to analyze, sorry if its someone's site in the group, it was totally random based on "Apartments for rent in downtown Tampa"
Show more


TL;DR:
Google over the weekend released UCP, Universal Commerce Protocol to provide direct commerce purchases via organic search results. How long before it impacts the Multifamily Industry?
Is our industry ready for UCP? What's UCP?
Google's UCP is "Universal Commerce Protocol" leverages Agentic AI + APIs to provide end users to purchase directly through the organic search results ( ILS disruption has entered the chat.... ). 💀
Been saying for...TL;DR:
Google over the weekend released UCP, Universal Commerce Protocol to provide direct commerce purchases via organic search results. How long before it impacts the Multifamily Industry?
Is our industry ready for UCP? What's UCP?
Google's UCP is "Universal Commerce Protocol" leverages Agentic AI + APIs to provide end users to purchase directly through the organic search results ( ILS disruption has entered the chat.... ). 💀
Been saying for years the day that end user can rent an apartment directly from the organic search results or GMB, it's going to have profound impact on website design, UI/UX, how sites structure their content, etc.
As of now this is currently only available for Ecomm sites, but will expand to our industry. I have to think that the large ILS's have this on their roadmap.
From a strategic aspect: RIP Standalone sites Mike Whaling your post last week on "Community based websites" is 100% spot on and will work wonders with UCP, community based websites are large directories of structured information that can be leveraged to rank in LLMs. Provided the proper AI/GEO optimization methodologies are implemented.
With AI search results growing, it will have a negative impact on PPC, this is how Google will make their $$$ = API calls
Full link to article: developers.googleblog.com/under-the-hood.../
Show more


If you are a small shop and limited on your creative budget or team, Google Labs just released "Pomelli"
Could be a game changer for creating social media campaigns, flyers, digital content etc.
Further indication of how AI is going help shape content generation, advertising & social media in our industry.
Cheers!
labs.google.com/pomelli/about/

It isn’t about replacing people it is about enriching the overall experience.
Don’t kid yourself though consumers get to decide what the value of human interaction is for this product. I wouldn’t count on consumers transparently paying too much extra to for the human interaction with their property manager. If they can source the place they want and have it maintained with minimal interaction and save money…. I would guess most will be voting that direction with their dollars.
10 years ago, if you look at the skill sets required to be a property manager etc. it was 80% human/people sale skills and 20% tech skills. Today it's inverted 20% people skills and 80% tech skills ( That most don't have & why people are freaking out ). When "AI Prompting" becomes a mandatory course like Math or English in high school & college, it's going to radically change the makeup of the workforce.
Those that... Show more
If your AI prompt is some version of ‘find me this data from this data source’ I would argue that is the wrong tool for the job. It is much better suited for: write me a UI that will allow me to glean this data I need moving forward.