Quality assurance that stays ready between reviews
For quality units and accreditation committees that rebuild KPI tables, chase improvement plans and search for evidence in the months before every review. We track your indicators, plans and evidence against the standards you work to, and show your team where the gaps are while there is still time to close them.
- Timeline
- 3 to 4 weeks to first version
- Best for
- Quality units and accreditation committees preparing institutional or program reviews
- Usually starts with
- A KPI register and improvement plan tracker for one program or college
Agent flow
How does AI help with quality assurance and accreditation?
It keeps the routine parts of quality work current: calculating KPIs from institutional data, comparing them with targets and benchmarks, following up on improvement actions and mapping evidence to each accreditation standard. Your quality team sees gaps early instead of discovering them while writing the self-study. People still set targets, judge performance and approve every submission, and no tool can guarantee an accreditation decision.
- A KPI register with one agreed definition, owner and data source per indicator
- Improvement actions tracked to completion, with evidence of what changed
- A readiness view showing evidence coverage for each standard
- Set up for the frameworks you use, such as NCAAA, CAA, NAAC, ABET or AACSB
Typical QA and accreditation we ship
Each one scoped and quoted at a fixed price after a free review of your process.
One agreed definition per KPI
Each indicator gets a written formula, data source, owner, target and benchmark in one register. When two offices calculate retention differently, the register makes it visible, and your quality committee decides which definition the institution uses.
KPI calculation every term
Where the data lives in Banner, PeopleSoft, the LMS or survey tools, indicators are recalculated each term and compared with their targets. Values that fall short are flagged with a short draft analysis for the KPI owner to review and correct.
Improvement plan follow-up
Actions from course reports, program reviews and reviewer recommendations become tracked items with owners and due dates. Owners get reminders, and an action only closes when evidence of the change is attached and a reviewer accepts it.
Evidence readiness by standard
Every standard and criterion you report against is mapped to the evidence that supports it. The readiness view shows which are well supported, which rest on a single old file and which have nothing linked yet.
Self-study draft checks
When your team drafts a self-study section, the assistant lists claims with no evidence linked, figures that differ from the KPI register and dates outside the review period. Your writers decide what to change, and the assistant only points.
Accreditation cycle calendar
Annual program reports, interim reports, survey windows, self-study deadlines and site visit dates sit in one calendar. Owners are reminded weeks ahead, and the committee sees what is due this term at a glance.
What changes for your team
KPIs are calculated in spreadsheets once a year, weeks before the report is due.
Indicators update each term, and shortfalls reach their owners while there is time to act.
Improvement plans are written for the report and rarely checked again.
Every action has an owner, a due date and proof of completion before it closes.
Evidence gaps surface during self-study writing, with no time left to fix them.
A readiness view shows gaps by standard months before the review.
Four steps, one fixed price
- 01
Map standards and indicators
We work with your quality unit to list the frameworks you report to, the standards and criteria in each, your current KPIs and where every number comes from.
- 02
Agree definitions and owners
Your committee confirms each KPI formula, target, benchmark and owner, plus the approval path for improvement actions. We do not set targets for you.
- 03
Build the register and tracker
We build the KPI register, calculations, improvement action tracker and readiness view in your Microsoft 365 or Google Workspace environment, then test them against last year's figures.
- 04
Train the quality team
Quality staff and program coordinators get hands-on training and a written guide, and the unit receives full admin rights to add standards, indicators and new review cycles itself.
Why quality work piles up before every review
Most quality units know what good practice looks like: measure, compare, improve and record. The trouble is that measuring and recording happen by hand, so they get pushed back until a deadline forces them. KPI tables are rebuilt in spreadsheets the month before a report is due. Improvement plans are written, approved and then left alone until a reviewer asks what happened. Evidence stays with whoever organized the activity, and some of those people have since moved to other roles.
An AI quality assistant takes on the routine parts of that cycle so they happen on schedule. Indicators are recalculated when new term data arrives. Improvement actions send their own reminders. Evidence is mapped to standards as it comes in, not reconstructed later. The quality team's time moves from compiling to reviewing, which is where its judgment matters most. None of this replaces the committee meetings where people discuss results and decide what to change next.
Working with NCAAA, CAA, NAAC, ABET and other frameworks
Every accreditor organizes its requirements differently. A Saudi university may report to NCAAA, part of the Education and Training Evaluation Commission, at institution and program level, while its engineering programs also hold ABET accreditation. Many UAE institutions work with the Commission for Academic Accreditation. Indian colleges prepare for NAAC through their IQAC, many US institutions work to SACSCOC or HLC requirements, institutions reviewed by QAA work with the UK Quality Code, and business schools may follow AACSB. We set up the standards, criteria and templates your institution actually uses, and one piece of evidence can be mapped to several frameworks at once.
We are not affiliated with any accreditor, and we do not interpret standards on your behalf. The mapping between your evidence and each criterion is decided by your quality team, often with input from the people who will write the self-study. The assistant helps by keeping that mapping current, spotting criteria with thin support and checking drafts for unsupported claims. Accreditation decisions belong to the accreditor, and every submission is approved and sent by authorized people at your institution.
What to automate first in a quality unit
Start with one program or one college rather than the whole institution. Build its KPI register, connect the data sources that already exist, and set up the improvement action tracker for the actions in its latest course and program reports. Within a term, the quality unit can see which indicators update reliably, which definitions still need agreement and which owners need more support.
The readiness view usually comes next, once evidence has a consistent home, often through our evidence organizer. Later stages add more programs, comparisons with the external benchmarks your committee selects and draft analysis text for annual reports. Each stage has its own fixed price, so a quality unit can prove the approach on one program before committing the rest of the institution, and it keeps full ownership of everything built along the way.
AI Quality Assurance and Accreditation questions
Can AI guarantee that we pass accreditation?
No, and you should be wary of anyone who says it can. Accreditation decisions are made by the accreditor, based on the institution's performance, practices and evidence. What the assistant does is keep your indicators, improvement actions and evidence current, so your team sees problems early and has more time to address them. Zayrin has no affiliation with NCAAA, CAA, NAAC, ABET, AACSB or any other accrediting body.
Who approves KPI values, targets and improvement plans?
Your people. The quality committee approves KPI definitions, targets and benchmarks. KPI owners review calculated values and the draft analysis before anything is published. Improvement actions are assigned and closed by named staff, and accreditation documents are signed off by authorized officials. The assistant calculates, drafts, reminds and checks, and every approval is recorded with a name and a date.
Which accreditation frameworks can it be set up for?
Any framework with written standards and criteria. Common examples include NCAAA in Saudi Arabia, the CAA in the UAE, QAA reviews in the UK, SACSCOC or HLC in the US, NAAC in India, and program accreditors such as ABET and AACSB. If your institution reports to more than one, the same evidence and indicators can be mapped to each framework's structure.
How is student and staff data protected?
The register and tracker run inside your Microsoft 365 or Google Workspace tenant, or a cloud region you choose. Most KPIs need only aggregate figures, so we calculate them from source systems without passing individual records to the AI step. Access follows your existing roles, and the setup is designed around the laws that apply to you, such as FERPA, GDPR, the Saudi PDPL, the UAE PDPL or India's DPDP Act.
How long does setup take and how is it priced?
A first working version for one program or college usually takes 2 to 4 weeks, delivered in stages. It starts with a free 30-minute audit of one quality process, followed by a fixed-price quote in writing before any work begins. There is no hourly billing, and the institution owns every register, workflow and prompt we build.
Often built together
AI Evidence and Document OrganizerEvery activity report, signature, photo and supporting file named, tagged and filed where reviewers can find it.
AI Institutional Reporting AssistantWeekly, monthly and annual reports drafted from unit data, with the evidence already attached.
AI Unit Performance DashboardOne live view of unit progress, overdue activities and KPIs, ready before the dean asks for it.
Get a fixed quote for your QA and accreditation
Send two lines about the process you want to hand over. We reply within one business day with what we would build, the tools involved and what it would take.
- 30-minute call, no slides, no pressure
- One fixed price before any work starts
- You own every workflow, account and line of code