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Document Intelligence

Prism

Converting yesterday’s siloed data into actionable data today and tomorrow.

Colleges don’t hire staff to enter data — they hire them to change lives. Yet every day, hours are lost to paperwork that technology can handle in seconds. Meet Prism, unlock your talent, and empower your document intelligence systems.

Prism automates the reading of applications and supporting documents with precise OCR, schema-aware parsing, and human-in-the-loop validation to extract clean, structured fields, surface key insights for advisors and reviewers, ensure accurate data capture, accelerate decisions, and reduce manual work.

Problem

Manual inputs derail real-time document intelligence needs.

Lost Time

Hundreds of hours are spent processing documents instead of supporting students.

Multiple Formats

Transcripts, applications, and forms arrive in multiple formats—PDFs, scans, or handwritten pages.

Meeting Expectations

Slow turnaround times, errors, compliance risks, and staff burnout compound over time.

Verification Process

Staff are required to manually read, verify, re-verify, and re-enter data into multiple systems.

Burnout

Time to complete manual processes often compromises staff morale impacting culture and effectiveness.

Industry Impact

From documents to insights.

  • Processing Times

    LightLeapAI customers, like Palo Verde Community College, report processing times dropped from several days to under two hours.

  • Data Accuracy

    Palo Verde achieved 96% data accuracy.

  • Automation

    Transcript processing time at Ivy Tech Community College was reduced by 75%.

Operational team reviewing documents

Integrations & Capabilities

Actionable data systems established through document intelligence and structured data. AI simplifies reviews, with fewer manual steps delivering faster outcomes with trusted data.

  • Intelligent Document Ingestion

    Automatically ingests documents from uploads, e-portals, scanners, and integrations into a unified pipeline.

  • Advanced Data Extraction

    Extracts structured and unstructured data from PDFs, images, and scanned documents—including handwritten and low-quality files.

  • ERP & Workflow Integration

    Pushes extracted, validated data directly into ERP, SIS, CRM, or case workflows—eliminating manual entry.

  • AI-Powered Document Classification

    Identifies document types (forms, transcripts, IDs, letters, etc.) with high accuracy using ML models.

  • Validation & Confidence Scoring

    Applies rules and AI confidence scores to validate extracted fields and flag uncertain data for review.

  • Human-in-the-Loop Review

    Supports advisor or staff review for exceptions, corrections, and approvals while continuously improving AI accuracy.

How Prism Works

Document intelligence workflows that deliver trusted data with fewer manual steps.

  • Document Intake

    Documents are received through uploads, portals, scanners, or system integrations and captured in a centralized repository.

  • Document Classification

    AI automatically detects document type and structure to determine the correct extraction and processing logic.

    Extraction
  • Data Extraction

    Key fields, tables, and text are extracted using AI models trained for institutional and compliance documents.

  • Validation & Quality Checks

    Extracted data is validated against rules, confidence thresholds, and existing records to ensure accuracy and completeness.

  • Human Review (When Needed)

    Low-confidence fields or exceptions are routed to staff for expedited review and correction with full document context.

  • Data Delivery & Automation

    Clean, structured data is securely delivered to downstream systems or workflows, enabling faster decisions and processing.

    Prism: Engaged

Document Protection

Enabled

A guided tour

From PDF to record. Seven panels, no manual entry.

These are real Prism screens from a community-college pilot. Watch how an off-campus admissions PDF moves from upload to advisor-ready record without a single re-keyed field.

01 / 07Home

The week, at a glance.

Active records, what was updated this week, what was archived, what modules are live, and the recent activity stream — Prism opens to the answer to "what should I look at first?"

prism.lightleapai.com
Prism home dashboard with KPIs for active records, updated this week, archived, and active module; below them the Admission Applications status distribution and a recent activity list.
9 active · 9 updated · 1 module · 100% in review.
02 / 07Advisor queue

Every applicant, scored, sorted, ready to triage.

Date filters, full-text search across name / department / major / status, an action column to Review or Archive, and an export hatch — the advisor workspace built for two-hour shifts not two-week backlogs.

prism.lightleapai.com/admissions
Prism Review Admissions Applications screen showing nine applicants with student name, department, status In Review, processed time, major, and Review and Archive action buttons.
9 open applications. Search, filter, review — measured in seconds.
03 / 07Document + data, side by side

The original PDF. The extracted fields. Confidence on every value.

Open an application and Prism splits the screen: the scanned document on the left, the structured extraction on the right, with per-field confidence scores so the advisor knows where to look. Save / Approve / X — no third tool.

prism.lightleapai.com/admissions
Prism off-campus admissions review modal with a scanned PDF on the left and extracted fields like Last Name, First, Middle, Date of Birth, Gender, and Phone with confidence percentages on the right.
Confidence-scored fields. Side-by-side review. Save / Approve / Archive.
04 / 07Pipeline wizard

Five steps from upload folder to advisor queue.

Name → Split → Extract → Fields → Save. The Prism wizard walks an admin through naming the pipeline, choosing PDF processing, picking an extraction prompt, declaring the fields, and saving the workflow — with no programmer.

prism.lightleapai.com/settings/data-ingest/pipelines
Prism Review Admission Applications pipeline wizard at Step 1 of 5 with progress bar and a Pipeline name field.
Step 1 of 5 — Name. Five wizard steps end-to-end.
05 / 07Staff experience

Choose what staff see — without writing code.

Define list columns, review-dialog fields, PDF/Left/Right layout, Save and Approve buttons, and per-field show/hide. Prism keeps a live preview on the right so admins know exactly what the advisor will see before saving.

prism.lightleapai.com/settings/data-ingest/pipelines
Prism staff experience configuration with review fields list on the left, drag handles, toggles for PDF/Left/Right layout, and a live preview of the review dialog on the right showing the actual application data.
Live preview. Drag to reorder. Toggle to hide. Save to publish.
06 / 07List columns

Configure the table without writing SQL.

Toggle the columns staff see in the queue. Department, Status, Processed Time, Notes — toggle them on, save, and watch the live preview update with values from your latest import.

prism.lightleapai.com/settings/data-ingest/pipelines
Prism list-columns settings on the left with Student Name, Department, Status, Processed Time, and Notes toggles, and a live preview of the resulting admissions queue table on the right.
Five toggles. One live preview. No deploy.
07 / 07Extraction prompts

Author dropdowns and lookups in plain English.

Define field names and prompt keys; paste allowed values one per line; mix free-text fields with controlled vocabularies. Prism uses these as the AI's source of truth — so "Administration of Justice" never becomes "AOJ" downstream.

prism.lightleapai.com/settings/data-ingest/pipelines
Prism extraction-prompts editor showing two dropdown fields, Academic programs and Educational goals, each with a field name, a prompt key, and a textarea of allowed values.
Field name · Prompt key · Allowed values. The vocabulary, governed.
Now your turn

Stop typing. Start reviewing.

Hand Prism a folder of PDFs and an extraction prompt. Watch it deliver a clean, scored advisor queue — and stay there as the work gets cleaner every week.

Ready to Get Started?

Unlock your talent - empower document intelligence.

What Our Partners Are Saying

Headshot of Clint Cowden
Logo for Palo Verdo College

Light Leap AI completely transformed our admissions process for Rising Scholars. What once took weeks of manual paperwork is now efficient, accurate, and lets our staff focus on what matters most. We’re truly happy with the results and excited to grow our partnership.

Clint Cowden

Assistant Superintendent/Vice President of Instruction & Student Services, Palo Verde College

We have been working with the N2N team for some time now and couldn’t be happier with their service and expertise. They’ve surpassed all our expectations.

Cem Erdem

CEO, AuguSoft Inc.

LightLeapAI virtually eliminated our fraudulent enrollment problem overnight, giving us real students, renewed faculty trust, and renewed hope for our college’s future. We’re truly grateful for their swift and effective partnership.

Dr. Jeannie Kim

President, Santiago Canyon College

The new fraud detection product doubled our ability to stop fraud, saves our teams time, and makes sure aid reaches real students. Integration was easy—even skeptics are now convinced. The product truly speaks for itself.

Dr. Jory Hadsell

Vice Chancellor of Technology, Foothill-De Anza Colleges

LightLeapAI automated our student services process, saving staff time, closing equity gaps, and ensuring students get quick access to the support they need. Our managers now respond instantly, making a real difference for our students.

Dr. Seher Awan

President, Mission College

I know how hard N2N team has worked to get us into position for the MyPath go-live. Please know we understand and respect the sacrifice of the N2N team to move BU forward.

Lee Johnston

Associate Vice Chancellor of Information Technology Services, Brandman University

Banner (R) Registration is a complex process and our system used to crash during critical registration periods. N2N's team assisted my campus with Performance testing the System and helped us create a reliable infrastructure for years to come.

Mia He

Director of Enterprise Systems, Wentworth Institute of Technology

The launch of the Brandman CBE Program is formally underway. I want to express appreciation to you and the N2N team for your leadership, commitment and good efforts to get us this far on our journey. Congratulations and many thanks, Kiran and team.

Phil Doolittle

Chief Financial Officer, Brandman University

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