The End Of Token Counting

Welcome back to The Shift. Let’s get straight to what matters in AI today…

Today we have:

📊 OpenAI Proposes AI Scorecard

✨How to Build an Interactive Lead Gen Experience With Canva Code 2.0

🎬 Netflix Scales AI Production

🔨Tools and Shifts you cannot miss

📊 OpenAI Proposes AI Scorecard

OpenAI says businesses should rethink how they evaluate AI investments, arguing that the real measure of success is how much valuable work AI completes for every dollar spent.

The Shift:

Useful Intelligence Metric - OpenAI says the key business question is whether the value of the work AI completes grows faster than the cost of producing it, proposing "Useful Intelligence per Dollar" as the primary AI success metric.

Four Performance Measures - The framework evaluates AI using useful work completed, cost per successful task, dependability, and value at scale, shifting attention from adoption metrics to measurable business outcomes.

Outcome Over Tokens - OpenAI argues that stronger models can deliver better economics by reducing retries, human review, and rework, making the cost per successful task more important than the price per token.

DeepSWE Comparison - To illustrate the framework, OpenAI highlighted the DeepSWE benchmark, where GPT-5.6 Sol outscored Claude Fable 5 by 2.8 points while achieving a 36.2% lower estimated API cost, demonstrating higher value per dollar.

As enterprises scale AI adoption, vendors are increasingly competing on business outcomes instead of model pricing alone. OpenAI's framework reflects a shift toward measuring AI by productivity, reliability, and return on investment rather than usage metrics.

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✨How to Build an Interactive Lead Gen Experience With Canva Code 2.0

A static landing page collects emails. An interactive experience qualifies leads. Here's how to build one without code.

Step 1: Open Canva Code 2.0 - Head to canva.com/ai/code. Available free to all Canva users, no new tool to learn.

Step 2: Describe your lead gen experience - Type what you want in plain language. A quiz that recommends a product. A calculator that shows ROI. An assessment that scores a lead's readiness. Canva Code generates a fully interactive, working experience from one prompt.

Step 3: Edit it like a Canva design - Swap in your brand colors, fonts, and images directly in the editor. Click into any text and retype it. Drag in visuals from Canva's 120M+ asset library. No back-and-forth prompting to get the details right.

Step 4: Connect your team - Share the project inside Canva. Team members comment, suggest edits, and approve, all in the same tab. No Figma handoffs, no separate review tool.

Step 5: Publish to your domain - Purchase a custom domain inside Canva or publish to a free Canva domain. The experience is fully interactive and adapts automatically to mobile.

A quiz or calculator converts 2 to 3x better than a standard opt-in form. Now you can build one in an afternoon. You can try Canva Code 2.0 here.

🎬 Netflix Scales AI Production

Netflix is expanding its use of generative AI across film and television production, pairing in-house AI workflows with a major acquisition to accelerate visual effects and post-production.

The Shift:

AI Across Productions - Netflix said roughly 300 titles have already used generative AI, with the largest concentration in post-production for crowd scenes, battle sequences, and world-building shots.

Faster Post Production - Co-CEO Ted Sarandos said The American Experiment included 17 minutes of AI-enhanced footage, created twice as fast and at half the cost of traditional production methods.

$587M AI Acquisition - Netflix disclosed it paid $587 million to acquire Ben Affleck's AI company, InterPositive, bringing its filmmaking-focused AI technology and Affleck on board as a senior advisor.

Built For Filmmakers - InterPositive developed AI models trained on proprietary production data to solve challenges like missing shots, background replacements, and inconsistent lighting while preserving creative decision-making.

Netflix is positioning AI as a production tool rather than a creative replacement. By using AI to reduce costs, speed up post-production, and complete complex visual effects, it is making high-end filmmaking techniques accessible across a much larger share of its content library.

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🔨AI Tools for the Shift

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🚀Quick Shifts

📚 Author Dave Eggers reportedly told OpenAI employees that ChatGPT was “silencing an entire generation,” criticizing AI-generated writing and warning that overreliance on chatbots could undermine human creativity and original thought.

🍎 Apple has removed several AI “nudify” apps from the App Store and is terminating the developers’ accounts, reaffirming its ban on apps that generate non-consensual nude images following pressure from San Francisco officials. 

🛰️ SpaceX is reportedly in talks to supply billions of dollars' worth of AI computing to the U.S. Department of Defense, expanding its cloud computing business beyond customers like Google and Anthropic. 

🎭 TikTok is testing an AI likeness detection tool that scans for unauthorized AI-generated versions of creators, allowing verified users to identify and report deepfakes that misuse their identity.

💻 Meta is reportedly considering a $10 billion deal to lease AI computing power to Anthropic, expanding its infrastructure business as AI companies increasingly rent massive compute capacity instead of building it all themselves. 

🧩 Prompt of the Day

Beginner Workout Plan You'll Actually Stick To

Most workout plans are built for people who already exercise. A great beginner plan starts with realistic habits, manageable workouts, and steady progress that prevents burnout or injury.

Build consistency before intensity.

Paste the prompt: Drop this into ChatGPT, then fill in your fitness details.

Prompt to paste

Create a beginner-friendly workout plan based on my [Insert fitness goal], [Insert equipment available], [Insert days per week available], and [Insert physical limitations]. Design a realistic weekly routine with warm-ups, strength training, cardio, mobility, and recovery that matches my current fitness level. Explain proper exercise form, recommended sets and reps, rest periods, and how to progress each week without increasing injury risk. Include common beginner mistakes to avoid, simple tracking methods, and tips for staying consistent over the long term.

🤳AI Shift of the Day

That’s all for today’s edition. See you tomorrow as we track down and get you all that matters in the daily AI Shift!

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