Academic Record Intelligence
Airr
Core

Academic records, finally engineered for intelligence.

Airr Core turns complex student records into structured, evidence-aware academic intelligence, so institutions can evaluate transcripts, credentials, course history, and transfer pathways with speed, consistency, and institutional control.

AdmissionsRegistrarTransferAdvisingEnrollment
The Problem · 01

Academic records were never designed for modern enrollment speed.

Transcripts arrive in a hundred formats. Grading scales never agree.

Credit systems don't match. International records multiply the complexity.

Teams are buried in manual review. Students lose momentum waiting for clarity.

And every delay has a cost.

Processing was never the task. Protecting student momentum is.
What Airr Core Is · 02

The intelligence layer for academic record evaluation.

Airr Core is the foundation of the Airr platform. It ingests academic records, extracts meaningful data, organizes it into institution-ready structures, and supports reviewable academic decisions. It is engineered for the complex middle layer between a submitted record and an institutional decision.

Not just “what does the transcript say?” — but everything an institution actually has to know:

01/06questions resolved
  1. Q1
    What does it mean?Reads academic meaning — not just characters on a page.
  2. Q2
    What is reliable?Scores confidence on every value it surfaces.
  3. Q3
    What needs review?Separates the hard records from the clean ones, early.
  4. Q4
    What policy does it touch?Surfaces the rules and catalog years a record implicates.
  5. Q5
    What action should happen next?Routes each record to the right team with context attached.
  6. Q6
    What evidence supports the decision?Links every conclusion back to its source in the record.
From Documents to Decisions · 03

Not digitized records. Decision-ready intelligence.

Documents in
PDF · transcript
Scan · credential
Intl · record
formats · scales · languages
AIRR COREintelligence field
structured · validated · evidence-aware
Decisions out
Admissionsreview-ready
Transferarticulation
Registrarvalidated
Advisingcontext
routed with evidence intact
See Airr Core in Action

Watch one transcript become a decision.

Scroll to run a record through the engine — capture, read, structure, validate, decide. This is the product doing the work, step by step.

Airr Core · live processingCapturing
Source record
Westfield State UniversityOfficial Academic Transcript
Student A. Marin · 0049-2231Term Spring 2024
CourseCrGrd
BIOL 211 · Genetics4.0A−
MATH 142 · Calculus II4.0B+
CHEM 101 · Gen Chem transfer-in3.0TR
Cumulative GPA 3.84 / 4.00Credential B.S. Biology · in progress
Airr Core output
InstitutionWestfield State University98
TermSpring 202499
Course · BIOL 2114.0 cr · A−95
Transfer · CHEM 1013.0 cr · articulation unclear71
Cumulative GPA3.84 / 4.0092
5 fields cleared forwardvalidated
1 field routed to human reviewCHEM 101 · transfer
Record · decision-readyStructured · evidence-linked · 1 exception flagged. Handed off to admissions with full traceability.
01Capture
02Read
03Structure
04Validate
05Decide
Core Capabilities · 04

Precision for trust, not speed for its own sake.

01 / 08
01Document intelligence

Academic Document Intelligence

Academic records aren't clean forms. They're dense, inconsistent, institution-specific.

Airr Core reads and structures records across varied formats and layouts — surfacing students, institutions, terms, courses, credits, grades, GPA indicators, degrees, and credential history as usable academic intelligence.

multi-format ingestlayout-agnosticentity recognition
Record · entity extraction
Institutions attended
Terms · courses · credits
Grades · GPA · degree
02Evidence-backed

Evidence-Backed Extraction

When decisions affect credit and eligibility, black-box outputs aren't enough.

Every extracted data point is reviewable. Airr Core links each value back to the record it came from — built around reviewability, traceability, and confidence-aware interpretation.

source linkingconfidence scoringtraceable outputs
Evidence · confidence
Credit value · BIOL 211
Grade · transfer-in
GPA basis · 4.0 scale
03Structuring

Transcript Structuring

Stop leaving teams with static PDFs and manual notes.

Airr Core organizes transcript data into institution-ready structures. Courses, grades, terms, institutions, credits, and academic patterns become structured enough to drive intelligent workflows across the student lifecycle.

normalized schematerm sequencingcredit modeling
Transcript · structured
Course objects
Term sequence
Credit ledger
04Policy-aware

Policy-Aware Review Support

Catalog years. Residency rules. Grade thresholds. Repeat rules. Transfer agreements.

Airr Core surfaces the parts of a record that may need policy-aware interpretation. It doesn't replace institutional judgment — it helps judgment move faster, with the right evidence already in hand.

policy signalscatalog-year awarehuman-in-the-loop
Policy · signals
Residency requirement
Repeat-rule applied
Grade threshold met
05Exception detection

Exception Detection

The value of intelligence isn't processing easy records faster.

It's knowing which records are easy, which are risky, and which need an expert. Airr Core flags incomplete data, conflicts, missing terms, unclear credits, non-standard grading, and policy-sensitive cases before they cost time.

anomaly routingcompleteness checksrisk triage
Exceptions · triage
Missing term · 2022.FA
Non-standard grade
Clean records routed
06Orchestration

Review Orchestration

The same student record gets touched by many teams, from many angles.

Airr Core routes records by status, confidence, exceptions, and program relevance — giving admissions, registrar, transfer, and advising a shared intelligence layer so work moves with context instead of restarting at every handoff.

status routingshared contexthandoff continuity
Queue · routing
→ Admissions review
→ Transfer evaluation
→ Registrar validation
07Traceability

Decision Traceability

When a student, advisor, or compliance team asks why — a final value isn't an answer.

Airr Core preserves the reasoning trail behind every interpretation and evaluation activity. Institutions get a decision trail, not just an output — built for the discipline academic decisions demand.

reasoning trailaudit-readyrole-aware history
Audit · trail
Interpretation logged
Reviewer · signed
Evidence attached
08Activation

Downstream Activation

An operating layer — not a dead-end extraction tool.

Structured academic intelligence feeds admissions workflows, transfer pathways, onboarding, advising readiness, registrar review, institutional reporting, and connected systems. Airr Core is built to keep going.

workflow APIssystem connectorsreporting feeds
Activate · downstream
→ Onboarding context
→ SIS / connected system
→ Institutional reporting
How It Works · 05

From intake to institutional action.

Airr Core doesn't stop at extraction. It moves academic records through a disciplined path — from raw document to review-ready intelligence.

01
Capture
Records enter the Airr environment through configured intake paths, integrations, uploads, or connected workflows.
02
Understand
Airr Core identifies document type, structure, academic entities, record patterns, and key information.
03
Structure
Transcript and credential data is transformed into organized, institution-ready academic information.
04
Validate
The platform surfaces confidence signals, missing information, exceptions, and areas that may require expert review.
05
Review
Teams inspect evidence, confirm interpretation, resolve exceptions, and prepare the record for decision-making.
06
Activate
Structured intelligence supports admissions, transfer, advising, onboarding, reporting, or connected systems.
Evidence & Exception · 06

Reviewable by design. Never a black box.

Every value Airr Core surfaces links back to the record it came from — and the records that need a human are pulled aside before they reach a decision. Scroll to watch the evidence map and the exception stream resolve.

Airr Core · evidence layerReviewing
Evidence mapping · field → source region
REGION · header block
REGION · term 2024.SP
REGION · credit ledger
REGION · GPA summary
REGION · transfer note
Institution State University96
Term 2024 · Spring99
Credit 4.0 · BIOL 21191
GPA 3.84 / 4.088
Transfer Articulation eligible72
Exception stream · this cohort
Cleared forward0
Review needed0
Missing context0
Policy-sensitive0

Most records move forward untouched. The few that carry risk are pulled into review, missing-context, and policy-sensitive paths — visible, reviewable, and never silently decided.

Evidence-first

Outputs you can inspect.

Every extracted value is linked to the record region behind it, with a confidence read your reviewers can trust.

Exception-aware

The hard records, surfaced early.

Incomplete, conflicting, or policy-sensitive records are separated from clean ones before anyone wastes time.

Human-in-the-loop

Judgment stays with you.

Airr Core prepares the evidence and context. The institution keeps the final, governed decision.

Product Architecture · 07

A controlled intelligence architecture for academic decisions.

A layered model designed for accuracy, reviewability, and institutional fit. Market-facing by design — the proprietary mechanics stay under the hood.

L1
Document Intelligence
Understands the structure and academic meaning inside submitted records.
ingest · understand
L2
Academic Structuring
Transforms extracted information into organized academic objects for evaluation and review.
structure
L3
Evidence Mapping
Connects outputs back to supporting record context so reviewers can inspect and validate.
trace
L4
Exception Intelligence
Identifies records, fields, or patterns that need additional review before action.
triage
L5
Institutional Context
Supports institution-specific policies, program structures, workflow rules, and review preferences.
configure
L6
Human Review
Keeps expert judgment in the loop for complex, sensitive, or confidence-limited decisions.
in-the-loop
L7
Integration
Connects Airr intelligence into surrounding systems, workflows, dashboards, and student experiences.
connect
L8
Governance
Maintains role-aware access, traceability, and institutional oversight around record activity.
oversee

This is not a single AI feature. It is an academic intelligence architecture — engineered to make record-based decisions faster, clearer, and more trustworthy.

The Difference · 08

Generic document AI extracts fields. Airr Core is built for academic meaning.

Ordinary tools
Extract text
Summarize documents
Automate generic tasks
Provide black-box outputs
Treat all documents the same
Improve speed only
End at extraction
Airr CoreAcademic Record Intelligence
Understand academic record structure
Prepare review-ready intelligence
Support higher-ed decision workflows
Support evidence-aware review
Detect complexity, exceptions, review needs
Improve speed, consistency, and trust
Activate downstream workflows

A faster academic record operation, without sacrificing control.

Use Cases · 09

Built across the academic record lifecycle.

One intelligence layer, serving every team that touches a student record — from first submission to enrollment.

01

Admissions Readiness

Understand academic history faster and move applicants through review with clarity.

02

Transfer Evaluation

Prepare transcript data and course history for pathway analysis and articulation support.

03

Registrar Operations

Support record review, exception handling, and structured data preparation.

04

International Records

Organize complex credential formats, grading structures, and multi-institution histories.

05

Student Onboarding

Convert accepted student records into actionable context for advising and enrollment.

06

Student Success

Give advisors clearer visibility into prior learning, gaps, and progression context.

07

Institutional Review

Support governed, evidence-aware decisions where accuracy and documentation matter.

08

Enrollment Operations

See where records stand, what's blocking progress, and which decisions need attention.

Outcomes · 10

What institutions gain.

01

Faster record readiness

From submission to review-ready with less manual preparation.

02

Greater consistency

Reduce interpretation variation across teams, cycles, and campuses.

03

Better visibility

Clearer insight into where records stand and what's blocking progress.

04

Reduced rework

Catch missing, unclear, or exception-heavy records earlier.

05

Stronger review discipline

Support human judgment with structured evidence and context.

06

Improved student experience

Clearer answers, faster — especially during enrollment peaks.

07

Scalable operations

A repeatable intelligence layer that grows with institutional demand.

08

Cross-team continuity

Shared academic intelligence instead of fragmented document handling.

Academic records are no longer back-office paperwork. They are the foundation of enrollment, transfer, advising, retention, and student trust. Airr Core gives institutions the intelligence layer to handle them with the seriousness they deserve.

The Airr Family · 11

The core behind the Airr family.

Airr Core powers a broader family of academic intelligence solutions built around student records, transfer mobility, credential interpretation, and enrollment operations.

Airr Core · the engine
Structures, validates, and prepares student records for institutional action.
TransferMe · student mobility
A student-centered transfer pathway experience powered by structured academic intelligence.
DiscArc · institutional memory
A discovery and archive layer for organizing and activating academic record knowledge.
Security & Governance · 12

Built for institutional control.

Academic records are sensitive. They require discipline, governance, and clear operating boundaries — controlled access, review workflows, traceable decisions, and institution-specific configuration.

Airr Core is not built like a casual AI assistant. It is built like infrastructure for academic operations.
Role-aware access patterns
Reviewable outputs
Human oversight for sensitive cases
Evidence-linked interpretation
Institution-specific control
Workflow visibility
Enterprise-grade data handling
Automated prep, institution-owned decisions
Compliance & trust posture
SOC 2SOC 2 Type IIAudited controls for security, availability, and confidentiality.
FERPAFERPA-alignedEngineered around student-record privacy and consent boundaries.
PIIPII ScreeningSensitive data detected, classified, and handled by policy.
Verifier-readyEvidence outputs structured for independent and institutional verifiers.

Talk to Airr Specialist

From submitted record to institutional decision.

An academic record intelligence specialist who can explain how Core extracts meaning and carries evidence.

Airr CoreConcierge

An academic record intelligence specialist who can explain how Core extracts meaning and carries evidence.

Start a conversation
FAQ · 13

The questions buyers actually ask.

No. Extraction is only one part of the problem. Airr Core focuses on academic record intelligence — structuring, evidence mapping, exception detection, review support, and workflow readiness.

It is designed to support governed academic review. It prepares information, surfaces evidence, identifies exceptions, and guides workflows — while institutions remain in control of final decisions.

Yes. It prepares structured academic intelligence that supports transfer evaluation workflows, course-history interpretation, credit-review preparation, and student pathway planning.

Airr Core is designed to connect into surrounding institutional systems and workflows. The implementation approach depends on the institution's environment, data structure, and operational goals.

Generic AI tools can summarize or extract. Airr Core is built specifically for academic record operations — where evidence, consistency, institutional context, exceptions, and human review matter.

No. It is built to prepare, organize, and support academic review — helping experts move faster by bringing structure, context, evidence, and exceptions into one controlled operating layer.

Academic decisions affect admission, credit, eligibility, progression, and student trust. Teams need to know not only what the system extracted, but where it came from and why it warrants confidence or review.

Turn records into intelligence

Academic records, engineered for decisions that cannot be guessed.

Airr Core helps admissions, registrar, transfer, and advising teams move from document-heavy operations to evidence-aware decision workflows. Faster review, more consistency, and a stronger student experience from the first submitted document.

Explore TransferMe

Designed for institutions ready to modernize academic record intelligence — without giving up control.