Esra Kucukciftci

Architect of AI Outcome Economics | Author (2027) | Founder | Lecturer

[Esra Kucukciftci @EsraKc]

Model operations is the work required to keep the AI model performing against its contracted standard. It includes initial training (often a one-time cost), fine-tuning for the buyer’s deployment context (usually a recurring cost), inference at runtime (a per-event cost), drift detection (a continuous cost), and retraining when drift exceeds a threshold (a periodic cost).
https://t.co/seoyk6Yfe5

#AIPricing #AIStrategy #MachineLearning #AIGovernance #PricingStrategy #AIOutcomePricing #AIEconomicStack

[Esra Kucukciftci @EsraKc]

Token counts in production run 30–60% higher than in evaluation. One inference can trigger 10–30 hidden model calls in agentic systems. This is one reason why so many POCs look great — and then explode in cost at deployment.

Here are a few of the contractual swords and shields for writing #AIContracts from both vendors' and buyers' points of view for #AIPricing: #AIBuyersPlaybook and #AIVendorsPlaybook

Follow me to learn more about #AIEconomics #AIEconomicStack #AIOutcomeEconomics and #AIEconomicStack

[Esra Kucukciftci @EsraKc]

#AIInfrastructurePricing is complex. Bundled vs. pass‑through. Tiering. Commitments. Burst pricing. Model‑tier linkage. These five levers determine who holds the option and who absorbs the variable. Get the infrastructure layer wrong, and the entire AI deal becomes a structural mispricing.

Follow me to learn more about #AIEconomics #AIBuyersPlaybook #AIVendorsPlaybook #AIEconomicStack #AIOutcomeEconomics

[Esra Kucukciftci @EsraKc]

Hello X Community - after a 6-year hiatus! I write about #AIOutcomeEconomics and #AIEconomicStack. Follow me for insights about #AIPricing and commercial strategy -@EsraKc

[Esra Kucukciftci @EsraKc]

I just got an email about changes to my Google AI Plus plan. It is the clearest expression I have seen of what is wrong with consumption-based pricing today.
https://t.co/PWdaXW0vpO

[Esra Kucukciftci @EsraKc]

Real‑time vs. batch. Dedicated vs. shared. Latency tier. Three decisions most contracts never specify — and they can swing AI costs 5–15x. If you don’t define the architecture at signing, you’re not negotiating price… you’re negotiating blind.

In the second article of my series on the 8‑Layer #AIEconomicStack we dive deeper into the infrastructure layer. Three key decisions determine your cost structure:

• Real‑time vs. batch

• Dedicated vs. shared

• Latency tier

Most contracts never specify these which results in buyers paying 5–15x more than the use case requires.

If you want to understand how #AIEconomics actually work - for both #AIBuyersPlaybook and #AIVendorsPlaybook, the #AIEconomicStack https://t.co/aMD7Wuca1w article series is for you

[Esra Kucukciftci @EsraKc]

Jensen Huang’s five-layer cake is a technologist's view of the AI stack. It maps where NVIDIA participates in the value chain. It does not map what AI buyers pay for or what AI vendors price.

The #AIeconomics is different. It has eight layers, not five. Three of Jensen's layers (energy, chips, cloud data center infrastructure) collapse into one in commercial reality, because the buyer signs one infrastructure contract, and the vendor most commonly passes through one infrastructure cost. The two top layers (models, applications) explode into seven distinct layers, because the operational, data, ecosystem, governance, and human-services work that turns a model into an application is where most AI cost, economic performance, and commercial value actually live.

The eight-layer #AIeconomicstack is the buyer-and-vendor view of the same system Jensen described. Each of its eight layers has its own commercial terms, its own performance standard, its own scale metric, its own cost structure, its own contribution to #AIoutcomeeconomics, and its own #AIpricing levers. Each layer can be a commercial sword or a shield, depending on who absorbs the variable and who holds the option. AI deployments span all eight at once, which is why the contracts that govern them are unlike anything the existing technology contracts can govern.

[Esra Kucukciftci @EsraKc]

Jensen Huang Called AI a Five-Layer Cake. The #AIEconomicStack Has Eight Layers.

Jensen’s five-layer cake is a technologist's view of the AI stack. It maps where NVIDIA participates in the value chain. It does not map what AI buyers pay for or what AI vendors price. #AIPricing #AIOutcomeEconomics #OutcomePricing #AIEconomics

[Esra Kucukciftci @EsraKc]

Hello X Community - after a 6-year hiatus! I write about #AIOutcomeEconomics and #AIEconomicStack. Follow me for insights about #AIPricing and commercial strategy

[Esra Kucukciftci @EsraKc]

I want to protect all black, brown and poor children from systemic racism
#PassTheProtection #Contest @ADT

[Esra Kucukciftci @EsraKc]

Twin Cities Product friends! We're kicking off ProductTank TC with an awesome interactive workshop on empathy in product - by @JasonTVoiovich: Put Your Own Oxygen Mask Before Assisting Others. Join us on Jan 29th WORKSHOP https://t.co/pQSyECksIj

[Esra Kucukciftci @EsraKc]

@KerriMPR even in the presence of willingness -to-pay, the deepened poverty and consequently hightened inequity it might cause will make it unsustainable at greater scale. The solution is with legislation that reduces the progression & behaviors of the root causes of emissions.

[Esra Kucukciftci @EsraKc]

@CatRichart are the studies pertained to only US? How do the outcomes compare to the frequency distributions outside of us?

[Esra Kucukciftci @EsraKc]

So proud to support Amelia Franck Meyer, Ed.D. and Alia in innovating the child welfare space and strengthening families for children.
#theunsystem #childwelfare #womenchangingtheworld #humantruth https://t.co/smHDsVCajq

[Esra Kucukciftci @EsraKc]

Looking for video developers: a CA-based client is building a video chat based service technology and looking for a developer who's experienced in video. IM me if you know anyone.

[Esra Kucukciftci @EsraKc]

It's about time corporate citizens showed real citizenship. Clockwork Interactive is just doing that and leading the pack in yet another way. I encourage all the small and large businesses out there to let their employees take part in this democratic proc…https://t.co/FiLx4IVKXh

[Esra Kucukciftci @EsraKc]

Not everyone is a liar like you #theliarinchief https://t.co/IrHi26KQXy

[Esra Kucukciftci @EsraKc]

A former collaborator of mine is looking for a Director of Product in an awesome, MN-based EdTech company. PM me if you're interested. #edtech #directorofproduct https://t.co/9tzcxl2O20

[Esra Kucukciftci @EsraKc]

And that's a wrap... goodbye Turkey 💜

Yazimizin ikinci ayagi da sonlandi. Simdi bi sonraki maceraya 🗺🏞👭#Lilliaonthego #gezginhayat #summersabbatical @… https://t.co/nRhIjc5vgb