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DiscArc

Modern transfer credit evaluation

From articulation tables to reasoning.

Modern transfer credit evaluation replaces static articulation tables with reasoning. Instead of matching a course only if someone has seen it before, it builds an identity for each course, weighs it against your policies and program context, ranks the recommendation by confidence, and shows the evidence, while keeping a reviewer in control. Airr is the academic mobility intelligence layer that makes this approach work.

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Built for transfer admissions, registrars, academic evaluators, and institutions that need speed without sacrificing policy control.

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What most vendors say

“We automate transcript processing.”

A lookup against a static table: fast, until a catalog shifts, a code changes, or a course quietly means something different than it did three years ago.

What DiscArc owns

We turn transcript intelligence into transfer-credit intelligence.

Academic context applied to the most painful part of transfer admissions: disconnected course histories become trusted, auditable credit decisions.

Not basic transcript parsing. Academic intelligence applied to transfer credit.

Why it's different

The shift from lookup to reasoning

Traditional articulation tools
DiscArc
Match only what has been seen before
Reason about every course, new or changed
Constant manual table upkeep
Evaluate faster without maintaining thousands of pairs by hand
Hard to explain at audit or appeal
Reasoning and evidence preserved for audit, appeals, accreditation

DiscArc doesn’t just accelerate articulation. It upgrades the institution’s memory of articulation.

Built for accountable decisions

Every suggestion must be explainable. Every decision must be traceable.

Transfer-credit decisions affect degree progress, financial aid timing, and student trust. DiscArc is designed around controlled recommendations, human review, and clear audit trails.

1
Suggestion
DiscArc presents ranked recommendations with confidence and evidence.
2
Review
A reviewer inspects the recommendation before any action is taken.
3
Confirmation
Accept, override, search, classify elective credit, or escalate.
4
Policy check
Tenant thresholds, equivalency rules, and escalation paths apply.
5
Export
Structured, auditable outputs flow to downstream systems.
6
Audit
Every suggestion, confirmation, override, and note is preserved.
Human-in-command review: institutions define when suggestions can be batch-confirmed and when review is required.
Tenant-scoped configuration of policy thresholds, equivalency rules, and reviewer roles.
Audit-ready decision history for every suggestion, override, and rejection.
No casual black-box output: confidence, explanation, and evidence are always shown.
Privacy-conscious intelligence handled within governed data boundaries.
Public trust copy
“DiscArc presents recommendations. Institutions define when suggestions can be confirmed, when review is required, and when escalation is mandatory.”

Questions, answered

What teams ask before they adopt DiscArc.

Modern transfer credit evaluation replaces static articulation tables with reasoning. Instead of matching a course only if someone has seen it before, it builds an identity for each course, weighs it against your policies and program context, ranks the recommendation by confidence, and shows the evidence, while keeping a reviewer in control. Airr is the academic mobility intelligence layer that makes this approach work.

A static table only matches courses it has already seen, so it breaks when a catalog shifts, a code changes, or a course quietly means something different than it did three years ago. The modern approach reasons about the course itself, which is what lets institutions evaluate transfer credit faster without constant manual table upkeep.

Reasoning does not mean automation without oversight. Confidence-ranked recommendations carry their evidence, and the institution defines when a suggestion can be confirmed, when review is required, and when escalation is mandatory. Reviewers confirm the calls that matter, and the full decision history is preserved.

Airr Core structures and validates transcripts, DiscArc reasons about course equivalency and articulation, and TransferMe meets prospective transfer students at the front door. Together they form the academic mobility intelligence layer that connects transcripts, transfer credit, articulation, and enrollment intent.

Yes. Every recommendation is explainable and every decision is traceable. Because the reasoning and evidence are preserved, institutions can clearly explain a transfer credit decision during audits, appeals, or accreditation review.

Students get faster, clearer answers about which credits come with them, which protects their momentum and their trust. The shift from lookup to reasoning gives transfer students a better experience without the institution giving up control of the decision.

From transcript to trusted credit.

Turn transfer credit from a bottleneck into an advantage.

DiscArc helps institutions evaluate coursework faster, explain decisions clearly, preserve institutional knowledge, and improve the transfer student experience.

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Confidence-ranked · Explainable · Audit-ready