TAO Testing
TAO opens the 56.15 line with a database index while patching a bad migration on three branches.
Comparison · EdTech
Brilliant vs Tutor
A side-by-side editorial comparison of Brilliant and Tutor — release velocity, themes, recent moves, and the top alternatives to consider.
Brilliant vs Tutor: at a glance
What is Brilliant?
Brilliant launches Koji, a graphical AI tutor — its first product move in 15 months.
Brilliant ships infrequent, essay-style blog posts that read as much like product manifestos as changelog. The most recent post announces Koji, framed as a graphical AI tutor — the first new headline product in this ten-entry window. The rest of the timeline is course-design philosophy around algebra, programming, and learning-game evals.
What is Tutor?
Tutor 21.0.10 drops trust in the compromised eMudhra CA across its Open edX images.
Tutor, the Docker-based distribution for running Open edX, shipped v21.0.10 as a security patch. It upgrades certifi, pip, uv and Node.js 24 in the Open edX image, along with Caddy, so deployments stop trusting the compromised eMudhra/emSign CA certificates. It is the only entry tracked so far.
Brilliant vs Tutor: editorial side-by-side
Brilliant
3.8EDTECH
Brilliant launches Koji, a graphical AI tutor — its first product move in 15 months.
◆ Current state
Brilliant ships infrequent, essay-style blog posts that read as much like product manifestos as changelog. The most recent post announces Koji, framed as a graphical AI tutor — the first new headline product in this ten-entry window. The rest of the timeline is course-design philosophy around algebra, programming, and learning-game evals.
◆ Where it's heading
The throughline across these posts is the same: lean on visual, game-like interaction and use AI to scale the tutor-style feedback loop the team keeps writing about. Koji is the first concrete productization of that thesis after a long stretch of essays describing the approach. Cadence remains slow, which suggests Brilliant publishes only when something is meaningfully different.
◆ Prediction
Expect Koji to roll out across more subjects following the same algebra-then-CS pattern earlier posts described, and for future entries to attach Koji-specific course launches rather than announce new products from scratch.
Tutor
2.5EDTECH
Tutor 21.0.10 drops trust in the compromised eMudhra CA across its Open edX images.
◆ Current state
Tutor, the Docker-based distribution for running Open edX, shipped v21.0.10 as a security patch. It upgrades certifi, pip, uv and Node.js 24 in the Open edX image, along with Caddy, so deployments stop trusting the compromised eMudhra/emSign CA certificates. It is the only entry tracked so far.
◆ Where it's heading
With one patch release in view, the clearest signal is that the 21.x line is maintained and security fixes reach it quickly. The entries don't yet show where Tutor's feature work is heading.
◆ Prediction
Expect more 21.0.x patches; one entry isn't enough to predict the next feature release.
Alternatives to Brilliant and Tutor
Other EdTech products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either Brilliant or Tutor.
Code.org
Code.org's Adaptive pathway now skips checkpoints students have already shown they know.
Opencast
Opencast maintains three release lines in parallel, and its feed shows only version numbers.
Latitude Learning
LatitudeLearning ships a second small admin release in a row, with no new AI work.
eduMe
eduMe keeps publishing healthcare training guides while pitching frontline enablement.
Blackboard Learn
Blackboard Learn's 4001.4 reaches Test/Stage, keeping its monthly staging cadence.
See all Brilliant alternatives → · See all Tutor alternatives →
Recent activity from Brilliant and Tutor
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 2d agoTutorTutor 21.0.10 stops trusting compromised eMudhra CA certs
- 5mo agoBrilliantBrilliant introduces Koji, a graphical AI tutor ⚡
- 1y agoBrilliantWhen “almost right” is catastrophically wrong: Evals for AI learning games
- 1y agoBrilliantHand-crafted, machine-made: How we make learning games with AI
- 1y agoBrilliantProgramming in 2025: A preview of our upcoming CS courses
- 1y agoBrilliantOne subject, three lenses: A multifaceted look at Algebra
- 1y agoBrilliantGame on: Solving for x-citement with interactive Algebra
Frequently asked questions
What is the difference between Brilliant and Tutor?
They serve adjacent needs but don't currently overlap on shipped themes. Brilliant is currently shipping more aggressively (velocity 3.8 vs 2.5), with 0 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is Brilliant better than Tutor?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Brilliant is currently shipping more aggressively (velocity 3.8 vs 2.5), with 0 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other EdTech products to evaluate alongside.
What are the best alternatives to Brilliant?
Top Brilliant alternatives in EdTech are ranked by recent ship velocity. Browse the "Brilliant alternatives" section above for the current picks, or visit /alternatives/brilliant for the full list with editorial commentary on each.
What are the best alternatives to Tutor?
Top Tutor alternatives in EdTech are ranked by recent ship velocity. Browse the "Tutor alternatives" section above for the current picks, or visit /alternatives/tutor for the full list with editorial commentary on each.