An AI EdTech company for the exams that open doors.
Oddly Sunny builds AI-powered exam prep for licensing and certification, from driving and aviation tests to insurance, radio, maritime and citizenship exams.
What we build
Oddly Sunny is an educational technology company. We build AI-powered study products for the high-stakes exams people take to drive, fly, sell insurance, operate a radio, captain a vessel or become a citizen.
These exams are written by government agencies and licensing bodies, and the official material is dense. We turn it into practice that is personal, accurate and easier to stay with, so learners know what the test covers and when they are ready to take it.
The content engine
Our products share one pipeline and one standard: nothing reaches a learner unless it can be traced to an official source. The pipeline turns statutes and agency handbooks into question banks, checks them, and agents keep them current.
Direct source grounding
Every question carries a word-for-word quote from the official manual or regulation it came from. No source, no question.
Independent blind check
A second model answers questions without seeing the key. When it disagrees, the question goes back for review.
Official exam blueprint
Question counts, time limits and pass marks match the real exam, and topic coverage is checked against the published outline.
Giveaway detection
We test banks for answer patterns, like the right answer sitting in one position, and fix them so scores reflect knowledge.
Edition monitoring
We watch the official sources and flag new editions, so nobody studies yesterday's rules.
Readiness scoring
A readiness score that blends coverage, accuracy, recall and speed, measured against the official pass mark.
Agents behind the engine
A team of AI agents does the repetitive work so the content stays right: watching sources, checking quality and preparing changes. People approve everything that reaches a learner.
Agents that watch the sources
They keep an eye on official handbooks, regulations and exam bodies, and flag a new edition or a rule change as soon as it appears.
Agents that check the work
They re-test question banks, look for answers that do not match the source, and catch problems before a learner sees them.
Agents that prepare the change
They draft the fix, the update or the report. Nothing ships until a person approves it.
The AI layer
On top of the engine sits Sunny, our AI study coach. It is built for education from the ground up: it looks answers up in the official source instead of making them up.
A closed library of official sources
Sunny retrieves from the official material behind each exam, from state handbooks to federal regulations, and answers from that text.
An agent that uses tools
Sunny searches the handbook, pulls practice questions, starts quizzes and checks progress, then answers with the page it used.
Numbers checked before they show
Every figure in an answer, from a speed limit to a fee, is checked against the source first. When the source is silent, Sunny says so.
A model of each learner
Sunny knows the learner's test, date, strong topics and weak spots, so each session starts from that picture and not from zero.
One engine, every exam, localized
A single domain-neutral engine powers every brand. Each plugs in its own sources, rules and question bank, and learners can study in English, Spanish, Chinese or French.
Built to scale to new exams
Ingestion and delivery are separate, reusable layers, so a new exam or jurisdiction builds on what already works.
Seven products, one engine
Each product is written for its own exam and market, and all of them run on the same platform.
Mobility & Transit
DMV IQ
dmv-iq.comPermit test practice for all 50 states and DC, with road-sign visuals and honest explanations.
Drive IQ Canada
driveiqcanada.comG1, SAAQ, ICBC, Class 7 and every province. Real exam-style questions in English and French.
Aviation & Marine
Aviator IQ
aviator-iq.comThirteen FAA exams, one calm place to study. Questions tied to the official handbooks, with the real testing figures.
Mariner IQ
mariner-iq.comSix-pack to 100-ton master, plus mariner credentials, with plain-English answers.
Civic & Financial
Citizen Pass
citizen-pass.comCitizenship test prep for the US, UK, Canada and Australia, with a Readiness Score that says when you're set.
Insurance Pass
insurance-pass.comLife, health, property, casualty and adjuster exam prep, where every answer quotes the statute behind it.
Airwaves IQ
airwaves-iq.comTechnician, General, Extra and FCC commercial exams with the official pools and a worked answer for each question.
AI that looks it up, instead of making it up
In education, safety means not teaching people the wrong thing. Sunny answers only from the official manual behind each exam, shows the page it used and says so when the source is silent. See how Sunny works, with real answers from each field.