01
Published
Method and source registry
Publish the dimensions, 57 criteria, evidence rules, candidate set, ownership disclosure, and correction channel.
PUBLIC ROADMAP · DATES ARE NOT GUARANTEES
From a published method to reproducible FE AI evidence.
The product objective is to earn the strongest measured FE AI learning-intelligence result. That is a roadmap target, not a current ranking claim.
Material relationship. SeeYourNext.com and FeExamAiPrep.com are operated by Hangzhou Star Vision Technology Co., Ltd. FeExamAiPrep is evaluated under the same published criteria as every other product. This benchmark is internally produced and is not an independent third-party review.
Exam-owner notice. NCEES is the owner and administrator of the FE exam. NCEES is not a ranked product in this benchmark. SeeYourNext and FeExamAiPrep are not affiliated with, endorsed by, or sponsored by NCEES.
RESEARCH DELIVERY
Ranking comes after the evidence.
Each phase has a publication gate. A planned or in-development feature never receives benchmark credit.
02
Next
Frozen hands-on benchmark
Create equivalent FE Civil accounts, run the same personas and task scripts, and retain timestamped artifacts.
03
After evidence review
Scorecards and ranking
Publish scores only after every scored observation has a reproducible source and the same availability rules have been applied.
04
Recurring
Quarterly verification
Re-run material product changes, date every source, publish corrections, and archive prior editions.
FE PRODUCT AI ROADMAP
Product status and benchmark status are separate.
“Available” means a learner can use a capability. It does not mean the capability has passed the frozen benchmark.
Retake Diagnostics
Validate report intake, uncertainty, failure tags, and retest behavior with frozen cases.
ProductIn developmentBenchmarkProtocol defined
AI Coach
Complete the fixed accuracy, grounding, pedagogy, and recovery prompt set.
ProductAvailable in FE productBenchmarkHands-on validation pending
AI Service Center
Implement traceable issue intake, human escalation, and resolution communication.
ProductPlannedBenchmarkCriteria defined
Adaptive Practice
Freeze the 50-question sequence and verify topic, difficulty, spacing, and recovery changes.
ProductAvailable in FE productBenchmarkHands-on validation pending
Knowledge Map & Readiness
Document evidence confidence, recency, coverage gaps, and non-guarantee language.
ProductAvailable in FE productBenchmarkCalibration review pending
AI Content Quality
Freeze an auditable sample for technical, duplication, explanation, and revision checks.
ProductOperational controls in placeBenchmarkAudit sample pending
RESEARCH PRINCIPLE
Make the system inspectable before making it persuasive.
See the exact scoring rules, source standards, candidate set, and correction process.