Institution Plan — MetTutor · AI-Powered Metrology Education for Colleges & Technical Schools
Institution Plan · MetTutor v2.0

AI-powered metrology education
for your entire institution.

One annual license gives every student, technician, and instructor at your college or technical school unlimited access to MetTutor — with academic tools built specifically for teaching and assessing metrology.

Annual contract · info@aimetrologist.com
Institution Plan
Contact Sales
Unlimited student seats
Annual license · billed yearly
Contact sales to enroll
info@aimetrologist.com
Unlimited student seats under one license
950+
Standards documents in MetLibrary
110Q
Timed CCT mock exam for every student
Annual license — per institution, not per seat
Institution exclusives

Built for how institutions actually teach metrology

The Institution plan combines unlimited student access with academic-grade assessment tools — purpose-built for technical programs, calibration courses, and metrology curricula.

Institution ♾️
Unlimited Student Seats
A single annual license covers every student, instructor, and staff member at your institution — no per-seat fees, no seat caps, no seat management overhead. Enroll an entire program or an entire campus under one subscription.
Per institution · Not per seat
Institution 📝
Lab Report Grader
AI-powered grading of student lab reports against a structured rubric aligned to metrology education standards. Evaluates uncertainty analysis, traceability statements, measurement methodology, and documentation quality — with detailed feedback for each criterion.
Rubric-based · Student feedback
Institution 📋
Curriculum Validator
Validate your metrology course curriculum against recognized competency frameworks and standards coverage. The validator checks that your program addresses required topics, identifies coverage gaps, and confirms alignment with ASQ CCT Body of Knowledge domains and ISO 17025 requirements.
CCT BoK · ISO 17025 alignment
Institution 🎓
CCT Mock Exam for Every Student
Every student at your institution receives access to the full 110-question timed CCT mock exam, readiness score, pass probability analytics, spaced repetition (SM-2), and CCT study calendar. Give your metrology program students the same exam preparation tools used by working professionals.
110Q mock · SM-2 · Readiness score
Institution 📊
Manager Dashboard & Reporting
A centralized view of student and instructor engagement across your institution — active users, question volume, quiz activity, and program-level usage trends. Track how your students are progressing and identify where additional support is needed.
Program-level visibility
Institution 🤝
Invite & Manage Students and Instructors
Invite students and instructors by email from the manager account. Users activate immediately or on registration. Add or remove members as enrollment changes — no seat limit means no friction at the start of each semester.
Unlimited invitations
Lab Report Grader MetTutor v2.0
Student · Spring 2026
Voltage Calibration Lab Report
B+
Uncertainty analysis (GUM)
18/20
Traceability statement
17/20
Calibration procedure
15/20
TUR & acceptance decision
12/20
Documentation & format
18/20
Curriculum Validator · Metrology I 9 / 11 topics covered
Measurement uncertainty (GUM) — covered in Unit 3
ISO 17025:2017 §6.6 traceability — covered in Unit 4
TUR and ANSI/NCSL Z540.3 — covered in Unit 5
JCGM 106 decision rules — not yet addressed
VIM vocabulary — covered in Unit 1
Calibration interval analysis (NCSLI RP-1) — not yet addressed
Academic Assessment Tools

Grade smarter. Teach to the standard.

The Institution plan provides two academic tools not available on any other MetTutor tier — a Lab Report Grader and a Curriculum Validator — designed to bring standards-aligned rigor into your metrology instruction.

The Lab Report Grader evaluates student submissions against a structured rubric covering measurement uncertainty, traceability documentation, calibration procedure quality, TUR and acceptance decisions, and report format. Each report receives a grade, a per-criterion score breakdown, and detailed AI feedback — citing the specific standard that applies to each finding. Instructors can review feedback before sharing with students or use it directly as formative assessment.

The Curriculum Validator reviews your course syllabus or curriculum document against the ASQ CCT Body of Knowledge domains and ISO 17025 technical requirements. It identifies which topics are covered, which are missing, and provides specific recommendations for filling curriculum gaps — grounded in MetLibrary documents, not general AI inference.

Together, these tools help institutions ensure their metrology graduates are prepared not just for exams, but for the standards-governed environments they’ll work in.

What every student receives

A complete professional learning platform — for every seat.

Institution seats aren’t restricted student accounts. Every enrolled student and instructor gets the same comprehensive MetTutor experience used by calibration professionals.

All Students
All 4 Tutor Modes
Concept, Problems, Exam Prep, and Documents — unlimited AI messages and MetLibrary citations on every query, for every student.
All Students
Full GUM Uncertainty Calculations
Step-by-step Type A/B evaluation, combined standard uncertainty, coverage factors, and expanded uncertainty — the core of any metrology curriculum.
All Students
ISO/IEC 17025 & TUR Analysis
ISO 17025:2017 clause-level guidance and TUR calculator (ANSI/NCSL Z540.3) — giving students access to the standards their future employers operate under.
All Students
CCT Mock Exam & Exam Prep
Full 110-question timed CCT mock exam, readiness score, pass probability, spaced repetition (SM-2), and CCT study calendar — preparing students for professional certification.
All Students
MetLibrary Citations (950+ Docs)
Every answer is grounded in the MetLibrary — students learn from the same authoritative standards documents they’ll reference throughout their careers.
All Students
Full Export Suite & Voice Tools
Export any answer to Word, Excel, PDF, CSV, or TXT. Voice input and read-aloud support diverse learning needs and hands-free lab study environments.
CCT Examination Preparation

Give your students the best shot at the ASQ CCT.

The ASQ Certified Calibration Technician credential is the industry benchmark for calibration professionals — and Institution students get the complete CCT preparation toolkit that individual professionals pay $29–$49/month to access.

From the CCT Exam Prep mode aligned to all seven BoK domains, to the full 110-question timed mock exam with readiness analytics, to SM-2 spaced repetition that builds durable exam-ready knowledge — your metrology graduates leave with a real preparation advantage.

🎯
CCT Exam Prep Mode (BoK-aligned)
All 7 ASQ CCT knowledge domains · practice questions with explanations
📋
110-Question Timed Mock Exam
Full exam simulation with live countdown · unlimited attempts
📊
Readiness Score & Pass Probability
Domain-by-domain gap analysis after every mock exam session
🧠
Spaced Repetition · SM-2 Algorithm
Optimal review scheduling for long-term retention of metrology concepts
🗓️
CCT Study Calendar
Personalized study plan built around each student’s exam date and readiness level
CCT Mock Exam · Session 2 ⏱ 2:03:14
Domain IV · Measurement Uncertainty
A calibration laboratory reports expanded uncertainty U = 0.024 V at k = 2. The corresponding standard uncertainty uc is:
0.048 V
0.012 V
0.024 V
0.006 V
Domain Readiness · This Student
Measurement Fundamentals
85%
Uncertainty Analysis
71%
ISO 17025 & Quality
78%
Calibration Procedures
58%
Traceability & SI Units
88%
Standards Coverage

Curriculum grounded in international standards.

MetLibrary gives every student access to the authoritative standards that define metrology practice — the same documents working professionals reference daily.

ISO
ISO/IEC 17025:2017
General requirements for testing and calibration laboratories
Clause-by-clause coverage of ISO 17025 — from management system requirements to equipment qualification, metrological traceability, measurement uncertainty, and calibration certificate requirements. The foundation of professional calibration laboratory practice.
§6 Resource requirements §6.6 Traceability §7.6 Uncertainty §7.8 Reporting
GUM
JCGM 100:2008 & NIST GUM / TN 1297
Guide to the Expression of Uncertainty in Measurement
The complete GUM framework — Type A and Type B uncertainty evaluation, sensitivity coefficients, combined standard uncertainty, Welch-Satterthwaite degrees of freedom, coverage factors, and expanded uncertainty. The core of any metrology education curriculum.
Type A / Type B Combined uc Coverage factor k Welch-Satterthwaite
VIM
VIM · JCGM 200:2012
International Vocabulary of Metrology
Complete metrology vocabulary — 500+ authoritative VIM definitions for measurand, traceability, calibration, measurement uncertainty, repeatability, reproducibility, and every core metrology term students will encounter in coursework and on the CCT exam.
500+ definitions Concept of the Day CCT exam vocabulary
CCT
ASQ CCT Body of Knowledge
Certified Calibration Technician exam framework
All exam preparation and curriculum validation content is mapped to the seven ASQ CCT Body of Knowledge domains. The Curriculum Validator checks your program’s coverage against the CCT BoK — ensuring your graduates are prepared for the industry’s primary certification exam.
7 BoK domains Curriculum mapping Mock exam Readiness analytics
Z540.3
ANSI/NCSL Z540.3
Requirements for the calibration of measuring and test equipment
Test Uncertainty Ratio (TUR) analysis aligned to Z540.3. Walk students through TUR calculations step by step — the 4:1 rule, risk-based acceptance, and the relationship between TUR and false accept/reject probability. An essential topic for any calibration program.
TUR calculation 4:1 TUR rule Risk-based acceptance
NIST
NIST SI Units & SP 811
International System of Units and unit conversion guide
Complete NIST SI base and derived units with definitions, relationships, and conversion guidance per NIST SP 811. Unit conversions, prefixes, and dimensional analysis — foundational content for every level of metrology education.
SI base units Unit conversions NIST SP 811 Dimensional analysis
Everything Included

Complete Institution feature list

Every feature available to students and instructors under the Institution license.

Core (All Students & Instructors)
All 4 tutor modes — unlimited AI messages
MetLibrary citations (950+ documents)
Metrology Skills Matrix
Concept of the Day (VIM vocabulary)
Unlimited daily quiz questions
Streak tracking & badges
Export: Word · Excel · PDF · CSV · TXT
Voice input (microphone) · Read-aloud
Auto-read new responses
Measurement Science
Metrology fundamentals & history
NIST SI units & SP 811 conversions
Full VIM vocabulary (JCGM 200:2012)
Full GUM (JCGM 100) calculations
Uncertainty budget calculator
TUR calculator (ANSI/NCSL Z540.3)
ISO/IEC 17025:2017 clauses & guidance
CCT Exam Preparation
CCT Exam Prep mode (BoK-aligned)
110-question timed CCT mock exam
CCT readiness score & pass probability
Spaced repetition (SM-2 algorithm)
CCT study calendar
Institution Exclusives
Unlimited student seats — no seat cap INST
Lab Report Grader (rubric-based AI grading) INST
Curriculum Validator (CCT BoK & ISO 17025) INST
Manager dashboard & program-level reporting INST
Unlimited invitations for students & instructors INST
Billing
Annual license — per institution
Billed annually · no per-seat charges
Contact sales to enroll: info@aimetrologist.com
Not included in Institution
ILAC P10/P14/P15 compliance guidance
NCSLI Recommended Practices (RP-1–12)
A2LA R101/R205 · MSA/GR&R · JCGM 106
Uncertainty spreadsheet upload · Document validators
Seat expansion packs (fixed unlimited license)

Ready to bring MetTutor to your institution?

The Institution plan is available by annual contract. Contact the AI Metrologist team to discuss your program’s needs, enrollment size, and implementation timeline.

Email info@aimetrologist.com · Annual license · Unlimited seats
Institution FAQ

Common questions

The Institution plan is designed for technical colleges, community colleges with engineering or industrial technology programs, university departments offering metrology or calibration courses, and professional training organizations delivering metrology instruction. Any institution that teaches measurement science, calibration, quality systems, or related technical subjects will benefit from the academic tools and unlimited seat access included in this plan.
The Lab Report Grader evaluates student-submitted lab reports using a structured rubric covering measurement uncertainty analysis (GUM compliance), traceability documentation, calibration procedure quality, TUR and acceptance decisions, and documentation format. Reports are submitted through MetTutor and evaluated against each criterion — with a grade, a per-criterion score breakdown, and detailed AI feedback citing the specific standard or clause that applies to each finding. Instructors can review feedback before sharing with students or use it directly as formative assessment guidance.
The Curriculum Validator reviews your course syllabus or curriculum document against two frameworks: the ASQ CCT Body of Knowledge (seven knowledge domains) and the technical requirements of ISO 17025:2017. It identifies which required topics appear in your curriculum, which are absent, and provides specific recommendations for filling gaps — with references to the MetLibrary documents that cover each missing topic. This helps program directors ensure their graduates are prepared for both the CCT exam and the standards-governed workplaces they’ll enter.
Yes — every student under the Institution license receives the full CCT exam preparation suite: CCT Exam Prep mode aligned to all seven BoK domains, the 110-question timed CCT mock exam, readiness scoring and pass probability analytics, spaced repetition (SM-2 algorithm), and the CCT study calendar. These are the same features available to individual Cal Tech and Metrologist subscribers — your students get professional-grade exam preparation included in the institutional license.
The Institution plan does not include ILAC P10/P14/P15 compliance guidance, NCSLI Recommended Practices (RP-1–12), A2LA R101/R205 accreditation guidance, MSA/GR&R (AIAG MSA 4th ed.), JCGM 106 decision rules, uncertainty spreadsheet upload with AI analysis, or the Calibration Procedure Validator and ISO 17025 Full Checker. These professional laboratory compliance and document analysis tools are available in the Metrologist ($49/mo) and Lab Manager ($199/mo) plans. Institution also does not include seat expansion packs — the license covers unlimited seats by design.
Contact AI Metrologist at info@aimetrologist.com to begin the enrollment process. The team will discuss your institution’s program structure, enrollment size, implementation timeline, and any questions about feature fit. The Institution plan is an annual contract. There is no self-serve checkout for Institution — all enrollments are handled through direct sales to ensure the setup is right for your program from day one.