Verified
Sarah Johnson
87/100
Business & Finance · Babson · Class of 2026
- 84Judgement Quality
- 91Question originality
- 79Critical thinking
- 88Complex reasoning
- 93Learning Velocity
A score for how you think
not just what you produce.
AIQ is the credential Answerr produces. Individuals earn it, institutions recognize it, and it travels with the person wherever they go next. When the output is no longer the evidence, AIQ™ measures the reasoning behind it built on the SLPT provenance framework.
Behavioral provenance, scored.
AIQ is built from a person’s real AI-assisted work. Individuals can work directly with leading AI models in Answerr or import conversation history from the AI tools they already use, creating a rolling record of how they reason, question, verify, and improve over time.
AIQ is calibrated through multi-model consensus—not a single judge—so it reflects how someone works with AI across many interactions, not a one-off test.
Sarah Johnson
Business & Finance
Archetype — AI Strategist
AIQ Score74
AI StrategistTop 8%
Candidates Learning Metrics
- Critical Thinking92%
- Analytical Reasoning88%
- Logical Reasoning72%
What AIQ actually measures.
Five behavioral dimensions, each derived from observable signals during AI-assisted work—not from surveillance or one-off tests.
Judgment Quality
Evaluate AI output before trusting it.
Question Originality
Frame prompts that lead to better thinking.
Critical thinking
Push beyond first answers through reasoning and iteration.
Complex reasoning
Verify claims instead of accepting them at face value.
Learning Velocity
Measure how your AI capability improves over time.
Consensus, not a single judge.
AIQ is measured through the SLPT framework, which converts observable patterns in real AI-assisted work into a calibrated score across five dimensions. Its scoring architecture combines behavioral signals, weighted formulas, saturation curves, and time-based calibration to produce a stable and defensible measure not a judgment from any single model.
01SLPT scoring framework
v2.102Saturation curves
applied03P90 calibration
on04Rolling 90-day window
30d ½-lifeTwo tiers of verified AI capability.
Individuals can carry their AIQ™ wherever they go. Institutions and enterprises can formally endorse it.
TIER 01
AIQ Learner
Issued by Answerr Labs. A verifiable record of an individual's measured reasoning behavior across the five dimensions.
- Issued and verified by Answerr Labs
- Portable across institutions and roles
- Backed by 90-day behavioral provenance
TIER 02
AIQ Certified
Co-signed by your institution or enterprise partner, an endorsed credential that carries organizational weight.
- Co-signed by your institution or enterprise
- Configurable branding and dimension weights
- Optional add-ons at the credential level
Trusted by institutions building measurable AI capability.
See how universities and enterprise teams use Answerr to hire, govern and measure AI with confidence.
“Answerr simplifies AI governance with insights on student engagement, learning outcomes, and data compliance. It helps administration make informed decisions while reducing extra work for IT and faculty.”
Patty Patria
Babson College
“Access was the easy part, and most institutions have already solved it. The harder question is what happens after—whether anyone is getting better at this, and whether you can prove it to an employer. I've been skeptical of credentials that don't measure behavior. AIQ is the first attempt I've seen that scores what someone actually did rather than what they claim.”
Philipos Savvides
ASU
“I see a lot of AI startups, and Answerr isn't building another tool. Answerr is trying to solve a different problem: access, oversight, and whether any of this is actually making people better. That last question comes up a lot, and most organizations still don’t have a good answer.”
Catarina Madeira
MIT Stex
“Answerr gives institutions a practical way to bring AI into the learning environment without sacrificing visibility or oversight. Its ability to integrate AI tools, faculty controls, and insights into how students are engaging with AI creates meaningful value for both educators and administrators.”
Reza Taheri
Chapman University
“Everyone's measuring AI adoption. Nobody's measuring AI capability. Those are not the same number, and the second one is the one that matters for hiring.”
Ash K
Started.com
Building proof of AI capability for the age of AI.
See how AIQ measures, verifies, and certifies AI-assisted thinking turning real behavior into trusted proof of AI capability.