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The AI Tutor That Doesn't Lie: Grounding SAT Math So It Stops Teaching the Wrong Method

An AI tutor that's confidently wrong is worse than no tutor. Language models fail most multi-step SAT math because they read numbers as text, and they fail in the same sure voice they use when they're right. The fix is architectural, not a better prompt.

EdTech

Who Actually Leads SAT Prep in 2026? Nobody, and That's the Opening

The most-repeated facts about who leads SAT prep fail a fact-check: a $1.75B acquisition that never happened, market shares that trace to a content farm, a user count frozen since 2020. What's actually true in 2026, and why the serious players are building their own platforms.

EdTech

Build vs White-Label for an SAT Prep Platform: When Each One Wins

The most expensive mistake in this market is building the wrong half. The real question isn't build or buy, it's what the platform is to you: a channel for your tutoring, or the product itself. One answer is a few weeks, the other is the right call only if the hard engine is your actual edge.

AI development

Diagnostic Analytics for SAT Prep: Careless vs Concept vs Pacing

A score report that says 640 Math tells a student nothing they can act on. The product is the sentence after the number: which misses were careless, which were concept gaps, which were pacing. Same wrong answers, three opposite fixes, and the layer that compounds into a moat.

AI development

How to Build an SAT Prep Platform in 2026 (and What's Still Standing in 2028)

If you sell SAT prep, you spent 2026 watching Google give it away free. The niche survives because the easy half is free and the hard half, the part a junior or an AI gets wrong, is the whole business. A builder's map to a digital-SAT platform, and what's still standing in 2028.