Education operations, re-architected for AI
We turn the AI across learner acquisition, assessment and proctoring, and learner support into compounding outcomes
Compounding education domain intelligence
25+ years across education, assessment & certification
- 175,909 proctored exams in 14 months
- ~25–30% fewer complaints | >40% lower proctoring overhead
- Recognized in the Avasant Higher Education Digital Services RadarView 2025–2026
Why IT Matters NOW
AI is in every classroom pitch. Few have it running the institution.
Across testing and certification bodies, higher-ed institutions, edtech platforms and educational publishers, AI is in every demo. Yet most of it never leaves the pilot. Enrollment leaks applicants, assessment integrity is under pressure at scale, and the cost to serve learners keeps climbing. Harnessing AI to move those numbers, at the standard of fairness and integrity that high-stakes education demands, takes an operating system: the domain rules, context and live signals that turn scattered AI into outcomes.
Learner acquisition and enrollment
Leaky
The enrollment funnel leaks applicants
Manual, fragmented enrollment journeys lose prospective learners between inquiry and matriculation. Digital-first, lead-to-enroll management—orchestrated end to end—is the unmet mandate, and the place a learner’s experience either starts or stalls.
Assessment integrity and proctoring
At scale
Integrity has to hold at exam-day scale
Demand spikes, false-positive flags and learner-authentication bottlenecks all threaten the integrity of high-stakes exams. AI validation paired with human judgment, not one or the other, keeps exams fair and defensible.
Cost to serve and learner support
Rising
Support cost and complaints drive churn
Test-day support spikes, score-delivery delays and complaints drive cost and erode trust—the moments where learners decide whether to come back. Resolving them at machine speed, with people on the judgment, is where the economics turn.
We don’t bolt AI onto the institution. We re-architect it for AI and run it, so intelligence actually operates.
Proof in production
Real outcomes, inside real institutions
Operations run to the number—across proctoring, assessment experience and enrollment, for testing and certification leaders and health-sciences universities.
Proctoring at scale | An educational testing organization
Exam integrity, held at scale
A global educational testing leader stood up 24/7 proctoring operations—delivering high-volume proctored exams while maintaining a strong technical-support quality score and flagging security incidents to protect exam integrity.
Scaled the operation from 19 to 165 team members in 8 months for round-the-clock coverage.
175,909
proctored exams in 14 months
82%
technical-support quality score
800+
security incidents flagged in 6 months
AI proctoring | test-taker experience
A better exam, at lower overhead
AI-based proctoring—voice monitoring and biometric authentication—delivered exams in an immersive virtual environment with faster score delivery, lifting the test-taker experience while taking cost out of the proctoring operation.
Fewer complaints and materially lower proctoring overhead, with scores back to learners faster.
~25–30%
fewer complaints
>40%
reduced proctoring overheads
Faster
score delivery to learners
Enrollment & student experience | US health-sciences university
Enrollment, made digital-first
A US health-sciences university redesigned lead management and its CRM around a digital-first model—streamlining student enrollment, eliminating manual processes and transforming the student experience from first inquiry onward.
Manual processes eliminated end to end, with a faster, cleaner path from lead to enroll.
Faster
lead-to-enroll
Manual
steps removed
Improved
student experience
Kairos the operating system
From inquiry to certificate, one connected system
It sits between your systems of record and the agents you run, giving every AI system the memory, domain rules, and live signals it needs to act with the full picture across every learner and assessment workflow.
It compounds domain intelligence instead of relying on rented model horsepower. AI models commoditize, but the education judgment encoded in the harness does not. The platform remains portable across any agent stack, with no lock-in.
It compounds domain intelligence instead of relying on rented model horsepower. AI models commoditize, but the education judgment encoded in the harness does not. The platform remains portable across any agent stack, with no lock-in.
05
AI-native operations: Agents
Enrollment and learner support copilots, along with proctoring assist and test-day support agents, come preloaded with your education playbooks and a governance package that includes controls, audit trails, overrides, and escalation paths.
Varies by client
04
Domain intelligence: Domain Harness
The Domain Harness encodes what should happen through pre-built skills, playbooks, and guardrails for enrollment and eligibility rules, assessment integrity and proctoring SOPs, and FERPA and exam security policies. It is portable across any agent stack, with no lock-in.
Core · compounds
03
Organizational context: Intelligent Context Framework (ICF)
The Intelligent Context Framework captures what happened by carrying learner and application state, assessment history, and prior interactions in real time. It explains the gap between what should happen and what actually did.
Core · compounds
02
Operations intelligence: Sensors
Operations Intelligence captures what's happening in flight through engagement and assessment signals, along with proctoring signals across voice, biometric, and behavioral cues. It flags integrity risks before they compromise an exam.
Core · compounds
01
Systems of record
Your SIS/LMS, assessment and exam delivery platforms, CRM and enrollment systems, and proctoring tools are connected through APIs and standard integration rails within your cloud. They are read from, not replaced.
Varies by client
Where the signal becomes memory
Learn about the Intelligent Context Framework
What we engineer for education
From inquiry to certificate—across the lifecycle
Where we put technology to work across education—each powered by a Tech Services capability, and each behind a solution for testing and certification bodies, higher-ed institutions, edtech platforms and educational publishers.
Learner acquisition and enrollment
digital-first lead-to-enroll | manual steps removed
We orchestrate digital-first lead management and lead-to-enroll journeys across agents and humans, with CRM redesign and next-best actions that streamline enrollment and turn fragmented funnels into one experience.
Agentic orchestration
Assessment, proctoring and test integrity
175,909 exams | 800+ incidents flagged
We deliver AI proctoring with voice and biometric monitoring under human oversight, identity authentication and integrity sensing across the exam—flagging risk in flight so exams stay fair, defensible and on schedule.
Sensor and operations Intelligence
Learner support and lifecycle
~25–30% fewer complaints
We deliver test-day support, score delivery and lifecycle engagement with case context and sentiment carried at every step, so support resolves faster, complaints fall, and the learner experience holds across the journey.
Context and knowledge engineering
SIS/LMS integration and platform operations
platforms integrated | not replaced
We integrate and operate the SIS, LMS, assessment and exam-delivery platforms and enrollment CRM, binding fragmented tools to the workflows that move a learner from inquiry to certificate inside your cloud.
Systems, application and data engineering
Program, content and instructional operations
per-process playbooks | no vendor lock-in
We encode enrollment, eligibility and assessment-integrity SOPs, program and content operations, and instructional workflows as executable skills, so every person and agent inherits how your institution runs, portable across any model or platform.
Domain harness engineering
Governed autonomy for education
FERPA | exam integrity | audit-ready
We embed FERPA, exam integrity and accessibility obligations into workflows and AI guardrails, with audit-ready decision traces and autonomy earned per task—progressive trust for high-stakes integrity decisions.
Governed autonomy and run
The banking solutions this powers
The technology above runs behind our education solutions, across segments. Explore the ones built for your institution:
Enrollment & Acquisition
Assessment & Testing
Proctoring & Integrity
Learner Support
Platform Operations
Program & Content
Trust & Compliance
Learner trust and exam integrity. By design.
We operate within the privacy, accessibility, and exam security frameworks that govern education. Compliance is built in from the start of every engagement, not audited at the end. Hard policy boundaries prevent agents from overriding controls, and audit-ready decision traces exist at every layer.
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SOC 2 Type II
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ISO 27001
PCI DSS
ISO 9001
FERPA (US)
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GDPR · data protection
Compliance & exam integrity, architected in
Rules at the moment of action
FERPA, exam-security and accessibility obligations—with GDPR and data-protection where they apply—encoded as guardrails inside the workflow, so every enrollment, assessment and proctoring decision is compliant and defensible at the point it happens.
Decision traceability
Audit-ready by design
Every agent and proctoring decision leaves an immutable trace of action, actor and evidence, and surfaces the reasoning that drove it—reconstructable for an accreditation review or an integrity appeal, by design.
Progressive trust
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Autonomy that’s earned
Human-in-the-loop for high-stakes integrity decisions, human-on-the-loop for monitored workflows, autonomous only where trust and performance are proven—HITL to HOTL to HATL, calibrated to the weight of the call.
full-stack operator
Intelligence That Operates
Where it starts
Operating-model and AI diagnostic
Most engagements start with a diagnostic that frames the value at stake across the lifecycle before anything is built.
Explore Consulting
The signal
Sensor and operations intelligence
The engagement, assessment and proctoring signals—voice, biometric and behavioural—that flag integrity risk in flight, the signal behind every next-best action.
Explore the capability
How WE Engage
Transform, implement, and operate
Not a consulting engagement, not an outsourcing contract—a single motion from operating-model redesign to agentic operations at scale, under one roof and one contract, with outcomes underwritten.
Good questions to start with
How is this different from a scaled SI or an AI-native player?
Scaled system integrators bring breadth, but generalist playbooks. AI-native players bring model horsepower you’re effectively renting—without the operating depth to run a high-stakes, integrity-critical education operation. We bring 25 years of education domain intelligence encoded as a harness, re-architect the operation for AI, and run it with outcomes underwritten—domain IP that compounds and stays portable, with no lock-in. Models commoditize; the assessment and learner judgement doesn’t.
How do you keep AI proctoring fair and integrity-sound?
AI validation is paired with human oversight, never used alone. Voice, biometric and behavioural sensors flag potential integrity risk in flight; people make the high-stakes call; and false-positive control is engineered into the workflow so genuine learners aren’t penalized. Every decision carries an immutable audit trace reconstructable for an integrity appeal, and FERPA and exam-security obligations sit inside the workflow as guardrails no agent can override.
Can you run learner acquisition and the back office too?
Yes—the operating system is the same across the lifecycle. Enrollment and lead-to-enroll, assessment and proctoring, learner support and the education back office all share the same harness, context and sensors; what changes is the domain knowledge and the systems of record. We tune the harness to your segment—testing body, higher-ed institution, edtech platform or publisher—and run it end to end.
Do you build or fine-tune the AI models yourselves?
We don’t build foundation models from scratch. We select, fine-tune and evaluate the authentication, engagement and assessment models on your data as your data services partner—see AI Data Services—and orchestrate the models you already run inside the operating system.
Do we have to replace our SIS, LMS or assessment platforms?
No. The operating system reads from your SIS, LMS, assessment and exam-delivery platforms and enrollment CRM via APIs and standard rails, inside your cloud—they stay your source of truth. The harness, context and sensors sit above them and act with the full learner and assessment picture, so the work runs straight-through without ripping out what already works.
INSIGHTS
Latest from the Firstsource team
Insights from the field, real operations, real outcomes, and perspectives from the people making it work in live operations.
CONTACT US
See where AI changes your cost and risk first
Start with a diagnostic across mortgage, lending, cards and fraud. We’ll frame the value at stake—and the first operation to re-architect—before you commit to anything further.