Training Example: Boston University – Review the Data, Give Your Score & Compare to the Real AI Evaluation

Industry Context — Common BS Fingerprints in Education, Schools & Universities
Generic Claims: world-class education, preparing leaders of tomorrow, nurturing potential, outstanding results…
Red Flags: no accreditation details from recognized bodies, graduation rate or employment statistics absent, faculty listed without qualifications, aggressive enrollment marketing with guaranteed outcomes…
Semantic Drift Patterns: homepage claims research-led but no research output listed, claims small class sizes but no student-to-staff ratios given, homepage promotes employability but no employment statistics provided, claims industry connections but no named employer partnerships…
Proof Expectations: accreditation body and registration details, published inspection or assessment results (Ofsted, QAA), specific student outcome statistics (graduation rates, employment rates), named faculty with verifiable qualifications…

Boston University

(https://bu.edu) 📸 Data Snapshot: May 29, 2026

Analyze the raw signals below. How would a machine score this business’s credibility?

Here are the exact signals captured from up to six pages of the site — the same raw inputs the evaluation engine analyzed. They are grouped by signal type so you can weigh each the way the machine does.

🏗️ Semantic Structure — heading hierarchy & page identity (Info Density · Commodity Fingerprint)
HOMEPAGE Homepage | Boston University (https://bu.edu)
Title

Homepage | Boston University

Meta

Boston University is a leading private research institution with two primary campuses in the heart of Boston and programs around the world.

H3 Could This King-Size Citrus Fruit Inspire a Better Mobile Phone Case?
H3 BU Athletics
H3 BU Hub
H3 Giving
H4 Admissions
H4 Academics
H4 Research
H4 Global
H4 Campus Life
H4 About BU
H4 Boston University engineers are studying the pomelo’s remarkable shock absorbency—including by throwing it off a campus roof
H4 Sights and Sounds from Boston University’s Class of 2026 Commencement
H4 CAS Writing Class Connects Terriers with Older Adults, One Story at a Time
H4 Why Does the US Have Higher Death Rates than Other Wealthy Nations?
H5 BU Rowing Teams Head to California for IRA National Championship Regatta This Weekend
H5 BU’s Online MBA Program Offers Professionals More than Business Fundamentals
H5 Lynne Allen Named Interim Dean of College of Fine Arts
H6 Resources for:
H6 University Publications
H6 Resources for:
H6 Resources for:
NAV_HEADING_REPEATED_FOOTER Boston University MyBU Portals (https://bu.edu/mybu/)
Title

Boston University MyBU Portals

H1 MyBU Applicant Portal
NAV_HEADING_REPEATED_FOOTER Faculty Resources | Office of the Provost (https://bu.edu/provost/faculty-affairs/faculty-resources/)
Title

Faculty Resources | Office of the Provost

H1 Faculty Resources
H2 Frequently Accessed Links
H2 Faculty Resources
H3 New Employee Resources
H3 General Faculty Resources
H3 Research & Scholarship
H3 Teaching, Learning, and Course Management
H3 Technology
H3 Support Services
NAV_HEADING_REPEATED_FOOTER Staff Central (https://bu.edu/staff/)
Title

Staff Central

Meta

Boston University is a leading private research institution with two primary campuses in the heart of Boston and programs around the world.

H2 THE LINKS
H2 Helping Students In Distress
H3 MyBU Student
H3 BUWorks Central
H3 Project Requests on MyTechWeb
H3 Webmail
H3 Human Resources
H3 Policies
H3 Policy Manuals
H3 Strategic Plan
H3 Code of Ethical Conduct
H3 Calendars
H3 BU Today
H4 The Student Information System is transitioning to MyBU Student.
📝 The Narrative — clean text per page (Info Density · Semantic Coherence)
HOMEPAGE (https://bu.edu) Homepage | Boston University
[IMG: Photo: A stock image of multiple rows of pomelos]

[H3] Could This King-Size Citrus Fruit Inspire a Better Mobile Phone Case?
[H4]
Boston University engineers are studying the pomelo’s remarkable shock absorbency—including by throwing it off a campus roof

Watch Video

Varsity Sports

[H5]
BU Rowing Teams Head to California for IRA National Championship Regatta This Weekend

Business & Law

[H5]
BU’s Online MBA Program Offers Professionals More than Business Fundamentals

[IMG: Photo: A white woman wearing all black with thick, red-framed glasses poses for a portrait photo.]

New Appointment

[H5]
Lynne Allen Named Interim Dean of College of Fine Arts

Check out our BU Today Featured Events

[IMG: Photo: Wide crowd shot of graduating Boston University students at the 2026 commencement]

Commencement 2026

[H4]
Sights and Sounds from Boston University’s Class of 2026 Commencement

[IMG: Photo: Liani Diaz (Questrom’26) (left), with “Bubbe” Bori-Berkowitz during a visit to the Brookline Center Center]

Watch Now

[H4]
CAS Writing Class Connects Terriers with Older Adults, One Story at a Time

[IMG: Photo: A stock image of a graveyard in the daylight]

Excess Deaths

[H4]
Why Does the US Have Higher Death Rates than Other Wealthy Nations?
1372 chars
SUB-PAGE · THIN (https://bu.edu/mybu/) Boston University MyBU Portals

Boston University MyBU Portals

[H1] MyBU Applicant Portal
Information for students applying for full-time  undergraduate admission
Login

[H1] MyBU Student

Self-service portal for Boston University staff and students
Student Login
Faculty/Staff Login
273 chars
SUB-PAGE (https://bu.edu/provost/faculty-affairs/faculty-resources/) Faculty Resources | Office of the Provost
[H2] Frequently Accessed Links
Blackboard Learn | BU Works | Faculty Handbook | MyBU Student | My CV | Interfolio
[H2] Faculty Resources
[H3] New Employee Resources
Setting Up Your Username and Password. Your BU login name and Kerberos password are used to confirm your identity across most computing resources at the University. Learn more about setting up your account, changing your password, and updating your preferences.
Getting a Terrier Card. The Terrier Card is the official Boston University student and staff identification card. Faculty should contact Human Resources to learn more about obtaining or replacing a Terrier Card.
Setting Up Email. BU offers integrated email and calendaring services to all faculty and staff through Microsoft Exchange. Follow the link to set up your email, then go to bu.edu/webmail to access your mail.
Parking and Transportation. Learn more about BU’s Parking and Transportation Services. Check out options for Staff Parking and Permits, as well as MBTA Passes.
Human Resources. More information relevant to new Boston University employees can be found on the HR website.
Dual Career & Relocation Resources
[H3] General Faculty Resources
Faculty Handbook. The Faculty Handbook is a collection of policies that apply specifically to faculty members, related to their unique role(s) in the University.
Faculty Assembly/Faculty Council
Compensation
Faculty Climate Survey
BU Works. Access to Employee Self-Service portal, including travel and expense reporting through Concur.
Academic Calendar. Calendars for University Vacations and Class Days, as well as LAW, SDM, SPH, and SSW calendars. More information can be found on the Official Academic Calendar.
National Center for Faculty Development & Diversity. BU has an institutional membership to NCFDD, an independent professional development, training, and mentoring community of faculty, postdocs, & graduate students from over 450 colleges and universities.
[H3] Research & Scholarship
My CV. My CV is a software system that assists Charles River Campus faculty members in collecting and maintaining their scholarly and professional contributions, and completing their Faculty Annual Reports.
BU Office of Research. Learn more about current research, research administration (including Sponsored Programs, Research Compliance, Research Development, Technology Development, and more), funding opportunities, and policies.
My Grant Expenses. Offers principal investigators grant-to-date accounting and journal entry tracking reports. Investigators may also delegate viewing access to colleagues and assistants.
Interfolio. Interfolio is a software system that assists Boston University faculty and administrators in the submission of tenure and promotion applications, the collection of external evaluation letters, and the assembly/review of candidates’ dossiers.
Faculty Annual Report (Medical Campus). Provides an interactive version of the Medical Campus form that faculty may complete and submit electronically during the annual review process. Access is limited to Medical Campus faculty.
[H3] Teaching, Learning, and Course Management
Blackboard Learn. Blackboard Learn is the current edition of Boston University’s Blackboard service, utilized by faculty and students.
MyBU Student. View and search schedules, course descriptions, reports, as well as instructor-specific course lists, course websites, and grading information.
Faculty Link. The Faculty Link contains student and course information for enrollments prior to May 2024.
Faculty/Staff Link. The Faculty/Staff Link contains student and course information for enrollments prior to May 2024.
Assessment Systems. Boston University offers scanning and scoring of tests, course evaluations and surveys, as well as data collection and professional forms design. Learn more about your options and costs.
Courseware Information. Provides information about the course management software, CourseInfo and WebCT, in use at Boston University.
University Course – Transfer Equivalency System. Provides descriptions of courses offered by the university for the CollegeSource Transfer Equivalency System process for evaluating student transfer credit. The listing can be searched by semester, and starting course.
AI Development Accelerator for Academic and Administrative Excellence. AIDA is dedicated to equipping Boston University faculty, staff, and students with the knowledge, tools, and critical frameworks to navigate the evolving landscape of generative AI.
Institute for Excellence in Teaching & Learning. The Institute for Excellence in Teaching & Learning is committed to fostering a culture of excellence and eminence in teaching and learning at Boston University.
Program Learning Outcomes Assessment
Barnes & Noble at BU Adoption & Insights Portal
BU Libraries. Libraries comprises 12 main libraries, many small department libraries, and vast online databases and resources.
[H3] Technology
IS&T Teaching Services. IS&T provides a number of Teaching and Learning Technology Services. Learn more about what IS&T can do for you in the classroom.
Media Services Request Page. Reservations for professional audio and visual presentation support, computer large-format display, sound reinforcement, audio recording services, and video conferencing services.
Shipley Center. The Shipley Center supports Boston University’s faculty, departments, and schools with technology-enabled educational innovation in their residential courses and programs. Working within the Institute for Excellence in Teaching & Learning, the center aims to celebrate and assist in thoughtful educational experimentation through offering instructional design, digital media production, educational technology discovery, project management, and funding support to faculty and leadership across all three BU campuses.
IT Help Center. The IT Help Center provides centralized technology support (software, hardware, and account services) to the BU community via phone, e-mail, and walk-in locations.
[H3] Support Services
Faculty & Staff Assistance Office. The Faculty & Staff Assistance Office offers free and confidential support to BU employees regarding any concerns that affect personal life or work performance. Services are provided for both the CRC and MED campuses.
Office of the Ombuds. The Office of the Ombuds is a confidential, off-the-record independent resource dedicated to problem-solving. The Ombuds can act as a first step for BU faculty and staff with concerns that are unsure where to turn for help. Services are provided for both the CRC and MED campuses.
Helping Students in Distress. Student Health Services has provided a resource on how to assist students in distress. Learning how to identify problems and intervene early can make a considerable difference in helping students find the resources they need.
Childcare & Family Resources. This site provides resources to the families of the Boston University community. Learn more about referral, childcare, and online services.
LGBTQIA+ Center for Faculty & Staff. The LGBTQIA+ Center for Faculty & Staff works to to foster a sense of belonging and connectedness for LGBTQIA+ faculty and staff, increase the visibility of LGBTQIA+ resources, research, and scholarship, and improve recruitment and retention in the development of an inclusive and equitable workplace.
Retired Employees. Human Resources maintains a comprehensive resources for retired and retiring Faculty and Staff. Further questions about Emeritus Faculty should be directed to the individual’s department.
Dual Career and Relocation Resources. At Boston University, we understand that the decision to join our faculty often involves two careers. Whether your partner is in academia or industry, we want to help.
7854 chars
SUB-PAGE · THIN (https://bu.edu/staff/) Staff Central
[H2] THE LINKS

[IMG: photo of holding hands]

[H2] Helping Students In Distress
Sometimes life at Boston University can be stressful for students as they face the challenge of a highly competitive academic environment and begin to assume a variety of roles and responsibilities.
Learn How To Help
347 chars
🛡️ Trust Signals — reviews, proof links, trust-theatre flag (Trust & Proof)
9Review mentions (all pages)
2External proof links (all pages)
PageReviewsProof links
/ (home) 2 1
/mybu/ 0 0
/provost/faculty-affairs/faculty-resources/ 5 1
/staff/ 2 0
🔗 Identity & Technical Layer — schema JSON-LD: identity chains, entity gaps (Identity & Authority)
Homepage schema
{
    "@context": "https://schema.org",
    "@graph": [
        {
            "@type": "WebSite",
            "@id": "https://www.bu.edu/#website",
            "url": "https://www.bu.edu/",
            "name": "Boston University",
            "description": "",
            "potentialAction": [
                {
                    "@type": "SearchAction",
                    "target": {
                        "@type": "EntryPoint",
                        "urlTemplate": "https://www.bu.edu/?s={search_term_string}"
                    },
                    "query-input": "required name=search_term_string"
                }
            ],
            "inLanguage": "en-US"
        },
        {
            "@type": "WebPage",
            "@id": "https://www.bu.edu/homepage-alt/",
            "url": "https://www.bu.edu/homepage-alt/",
            "name": "Homepage | Boston University",
            "isPartOf": {
                "@id": "https://www.bu.edu/#website"
            },
            "datePublished": "2019-06-21T21:10:16+00:00",
            "dateModified": "2020-02-04T12:49:33+00:00",
            "breadcrumb": {
                "@id": "https://www.bu.edu/homepage-alt/#breadcrumb"
            },
            "inLanguage": "en-US",
            "potentialAction": [
                {
                    "@type": "ReadAction",
                    "target": [
                        "https://www.bu.edu/homepage-alt/"
                    ]
                }
            ]
        },
        {
            "@type": "BreadcrumbList",
            "@id": "https://www.bu.edu/homepage-alt/#breadcrumb",
            "itemListElement": [
                {
                    "@type": "ListItem",
                    "position": 1,
                    "name": "Home",
                    "item": "https://www.bu.edu/"
                },
                {
                    "@type": "ListItem",
                    "position": 2,
                    "name": "Homepage"
                }
            ]
        }
    ]
}
/mybu/ — no schema detected (entity gap)
/provost/faculty-affairs/faculty-resources/ — no schema detected (entity gap)
/staff/ — no schema detected (entity gap)

Your Diagnosis

Before revealing the machine’s verdict, predict the BS score for each signal. Higher = more BS (more fluff, less verifiable substance). Drag each slider, then submit to compare your judgment against the engine.

Information Density 0 / 30
Read the Narrative & headings: do hard facts (prices, dates, numbers) outweigh fluff power-words?
Semantic Coherence 0 / 20
Compare the homepage promise against the sub-page reality. Do they hold the same line?
Trust & Proof 0 / 20
Weigh review mentions against actual external proof links. Claims without verification = theatre.
Commodity Fingerprint 0 / 15
Check headings & narrative against the industry clichés in the setup above.
Identity & Authority 0 / 15
Inspect the schema: is there real Organization/Person identity with sameAs links, or gaps?
Your predicted BS score 0 / 100
💡 Stuck? Reveal the heuristic lens — how the deterministic page-auditor reads each signal (no AI, pure pattern rules)

These are the structural rules a local, deterministic auditor applies — the same lens you can use to judge each signal. They describe what to look for, not this company’s result.

Information Density

Classify each sentence as substantive or hollow. Grounding markers — numbers, currencies, dates, technical units, named entities — outweigh marketing adjectives. When fluff sits right next to hard evidence, the fluff is forgiven.

Semantic Alignment

Pull the main entities out of the H1, then check whether they actually recur through the body. A page that announces one thing and then talks about another drifts. Headings with no real sentences underneath read as pseudo-substance.

Trust & Proof

Count trust words (review, testimonial, rating, verified) against real outbound proof links (Google, Trustpilot, Clutch, G2, Yelp). Lots of trust language with zero verification links is trust theatre. Unlinked logo galleries count against it.

Commodity Fingerprint

Look at how much sentence length varies. Natural writing varies its rhythm; templated or mass-produced copy is statistically uniform. Very low variation reads as commodity content — unless unique named entities break the pattern.

Identity & Authority

Inspect the JSON-LD. Is there an Organization or Person schema, and does it carry sameAs links to real external profiles (LinkedIn, socials)? Missing schema or no identity declaration signals an anonymous entity.

Want to apply this lens yourself? The free BS Indicator Chrome extension runs these heuristic checks live on any page. Bear in mind it is a single-page, deterministic tool — it relies only on pattern rules for the page in front of it and does not perform the cross-page semantic correlation this audit uses, so its readout is a starting lens, not the full verdict.

B
BS Level
Education, Schools & Universities
38.5 Avg BS

Based on 816 businesses audited.

BS Detector

Education, Schools & Universities BS: Boston University (bu.edu)

https://bu.edu 📍 Industry: Education, Schools & Universities
13 BS / 100

Boston University presents a high-substance digital footprint that prioritizes institutional utility over marketing fluff. It is a rare example of a site where the sub-pages are even more detailed and evidence-rich than the homepage. The BS score is driven only by minor industry-standard clichés and a small technical oversight in heading hierarchy.

Info Density Power-words vs. Substance ratio.
3
10% BS
Semantic Coherence Homepage promise vs. Sub-page reality.
2
10% BS
Trust & Proof Verifiable evidence vs. Trust Theatre.
2
10% BS
Commodity Fingerprint Detection of industry clichés/templates.
4
27% BS
Identity & Authority Expert verifiability & Schema depth.
2
13% BS

Add a descriptive H1 to the homepage containing the brand name and primary value proposition to fix the technical hierarchy gap. Replace generic phrases like leading private research institution in meta tags with specific data points like specific global rankings. Link the named faculty in the news sections to their specific profiles in the My CV system to further close the authority loop. Define the specific outcomes of the pomelo research study to move from a news signal to a permanent proof asset.

The site content perfectly aligns with the Higher Education and Research category, featuring specific academic initiatives, varsity athletics, and faculty governance resources.

“The score of 13 reflects minimal BS, driven largely by the high information density and functional substance of the internal portals. The Commodity Fingerprint pillar contributed the most points (4) due to the use of unavoidable academic industry jargon. Semantic Coherence and Trust pillars are near zero because the site delivers exactly what it promises without resorting to unverified reviews or messaging drift.”

Verified Analysis Date: May 29, 2026 © 1EuroSEO Independent Evaluator — Non-Sponsored Result
Brand AI Reputation