ExpertFile is announcing major enhancements to AIQ Intelligent Inquiry Qualification, our AI-powered inquiry management feature that helps organizations evaluate, prioritize and route inbound requests from journalists, event organizers, prospective customers, donors, prospective students, research partners, policymakers and other key audiences.
These enhancements significantly expand AIQ well beyond its original quarantine capabilities, helping organizations do more than filter unwanted messages. We've designed the new AIQ to provides a more intelligent way to understand the intent behind each inquiry, assess its relevance and ensure valuable opportunities are routed to the right person or team.
“We are helping organizations better understand the intent behind each request, protect expert time and ensure valuable opportunities are recognized, prioritized and routed to the right people. Robert Carter - Co-Founder & VP Product Our experience has shown us that as organizations invest more in making their experts, research and knowledge more discoverable across websites, search engines and AI-driven channels, inbound inquiry volume continues to grow. That visibility creates real opportunity, but it also brings more noise from unwanted or unaligned inquiries.
While some inquiries are highly valuable. Others are vague, promotional, misdirected, abusive or unrelated to the organization’s expertise. And too often, all of these messages arrive through the same expert-facing channels.
We've learned that without a smarter intake layer, important opportunities can be delayed, misrouted or missed entirely. That is the problem these AIQ enhancements are designed to solve.
A Shift from Strictly Quarantine to Quality AIQ was first developed to help organizations protect experts from unwanted, irrelevant or inappropriate inquiries. That remains important, and does a great job, but the challenge has grown. Today, organizations need more than a filter. They need a way to evaluate inquiry quality, understand intent and route legitimate opportunities with greater confidence.
These latest AIQ enhancements move the feature from a quarantine-focused workflow to a more complete inquiry qualification system.
AIQ now evaluates the full context of each inquiry, including the message content, tone, specificity, intent and alignment with accepted inquiry types. The goal is not simply to determine whether a message should be blocked. The goal is to understand whether it represents a legitimate opportunity and where it should go.
For organizations that simply display and expert's email this is a level of judgment traditional email spam filters are not designed to provide. While Spam filters can help identify suspicious or malicious messages. They cannot reliably determine whether a journalist submitted through the wrong form, whether a donor inquiry should be routed to advancement, whether a prospective partner is describing a real opportunity, or whether a request aligns with the organization’s expertise and workflow.
AIQ is designed for that more nuanced work.
Here is a Breakdown of What’s New in AIQ Two significant enhancements are now part of the new AIQ workflow:
Inquiry Relevance Evaluation assesses whether a message meets the professional standards of the organization’s inquiry workflow. It helps distinguish meaningful requests from those that are vague, promotional, abusive, unrelated or outside the scope of the organization’s expertise. Inquiry Type Evaluation reviews the actual content of the message, independent of the category selected by the sender. This is important because people often choose the wrong form option. A journalist may submit through a general inquiry form. A donor may select the wrong category. A prospective partner may describe an opportunity that should be routed somewhere else. AIQ helps recognize the true nature of the request so it can be reclassified and directed appropriately. Together, these enhancements help organizations identify valuable inquiries more accurately, reduce unnecessary manual triage and protect expert time.
Why This Matters High-value inquiries often do not arrive perfectly packaged. A media opportunity may look like a general question. A speaking request may come through the wrong channel. A customer or partner inquiry may be sent to media relations when it is really a business development opportunity. When these requests are misdirected, they can sit in the wrong inbox, create extra work for staff or disappear entirely.
AIQ helps close that gap.
“AIQ is not just about blocking bad messages,” said Robert Carter, Co-Founder & VP Product at ExpertFile. “We are helping organizations better understand the intent behind each request, protect expert time and ensure valuable opportunities are recognized, prioritized and routed to the right people. A misdirected inquiry can represent a media opportunity, speaking engagement, partnership or business opportunity that an organization cannot afford to miss.”
For communications, marketing, advancement, research, enrollment and administrative teams, this creates a smarter front door for inbound demand.
Fully Deployed and Operating at Scale The latest AIQ enhancements are now fully deployed across the ExpertFile platform. They are not beta features or future roadmap items.
AIQ is actively processing inquiries today and has achieved a 99.9% success rate in accurately evaluating and routing inbound requests.
“We spent considerable time stress-testing this before full deployment,” said Dan Stanhope, Head of Software Development at ExpertFile. “The goal was never just to block bad messages — it was to make sure legitimate, high-value inquiries couldn’t slip through unrecognized. When you combine deep semantic analysis with a trained human review layer, you get a level of accuracy that no standalone spam filter can come close to matching.”
Helping Organizations Capture More Value From Expert Discovery Expert discovery does not end when someone finds an expert profile, research page or Expert Center. The next step is making sure the right inquiry reaches the right person.
That is where AIQ plays an important role.
By expanding AIQ’s ability to qualify, classify and route inbound requests, ExpertFile helps organizations move from visibility to action. AIQ helps ensure that legitimate opportunities are recognized, prioritized and routed efficiently, while low-quality or irrelevant messages are filtered out of the process.
For universities, healthcare systems, corporations and associations, this means less noise, better routing and more confidence that valuable opportunities are not being missed.
The enhanced AIQ feature is available now as part of the ExpertFile platform.
Read the full announcement here: https://exprt.co/AIQ Already a customer...talk to your dedicated Customer Success Team member who can tell you more about this great feature. Looking to implement something like this for your organization. Learn more about ExpertFile at expertfile.com/getstarted and request a demo or FREE trial.
The 2026 FIFA World Cup will be one of the biggest sports stories of the year, with matches taking place across Mexico, Canada and the United States. But the story will reach well beyond the field.
As the tournament moves from city to city, it will bring host communities, public agencies, local businesses and civic leaders into the spotlight. That creates a wide range of story angles for journalists, from public health and safety, tourism and economic impact to sports technology, fan culture, athlete performance, national identity and the politics of international sport.
Institutions using ExpertFile are helping media cover these broader World Cup stories through dedicated Topic Authority Hubs, Spotlight posts and expert profiles featuring trusted sources across health, business, technology, public policy, culture and sport.
Featured World Cup Expert Hubs With the World Cup coming to the New York metro area, Hofstra University’s hub brings together experts on athlete health, recovery, injury prevention, mental performance, public health, tourism, local business impact and the cultural history of soccer. Explore Hofstra’s World Cup 2026 Hub. Source: Hofstra University The University of Delaware’s hub focuses on player safety, concussion research, sports analytics, tourism, youth development, fan behavior, shared experiences and the science behind elite competition. Explore the University of Delaware’s World Cup 2026 Hub. Source: University of Delaware Carnegie Mellon University’s hub looks at the tournament through the lenses of geopolitics, diplomacy, sports marketing, fan engagement, AI, robotics, biomechanics, human performance and emerging sports technologies. Explore Carnegie Mellon’s World Cup 2026 hub. Source: Carnegie Mellon University Story Angles As coverage plans take shape, these are some of the World Cup 2026 story angles journalists may want to explore.
The Topic Authority Hubs featured above offer a helpful starting point, with Spotlight posts and expert profiles connected to many of these issues. Journalists can also search directly on expertfile.com to find additional academic experts who can bring depth, context and clarity to their coverage.
The politics behind the tournament The World Cup is never just about sport. It can become a global stage for diplomacy, national pride, protest, soft power and political tension, with countries not only competing on the field but also presenting themselves to the world. For journalists, that creates timely story opportunities around national identity, international relations and the political flashpoints that often surface around major global sporting events.
The next generation of fans A World Cup can shape how young people connect with sport, family, community and national identity. For many children and teenagers, this may be the first tournament they experience in a big way — at school, at home, in their community or through local soccer programs.
The mental pressure of representing a country Few sporting events carry the emotional weight of the World Cup. Players are not just competing for clubs or contracts. They are carrying national expectations in front of a global audience, often under intense media and social media scrutiny.
The science of movement under pressure World Cup matches are full of moments that happen almost too quickly to see: a sudden change of direction, a hard landing, a collision, a late tackle, a split-second decision to accelerate or pull back. Experts can help explain the biomechanics behind elite soccer movement, how the body absorbs stress during competition, and why injuries such as ACL tears and concussions remain such important issues at the highest level of the game.
How technology is changing the game AI, sports analytics, wearables, robotics, motion tracking and virtual experiences are changing how soccer is played, trained, analyzed and watched. Some of this technology is visible to fans. Much of it is happening behind the scenes.
The hidden science behind the tournament Some of the most important parts of the World Cup are easy to overlook. Playing surfaces, stadium preparation, natural grass requirements, turfgrass systems and venue logistics all play a role in the quality of the tournament.
What host cities gain — and what they have to manage The World Cup can bring major attention to host cities, along with increased demand on hotels, restaurants, transportation systems, small businesses and public services. The story is not only how many people visit, but who benefits and what remains after the tournament moves on.
Sports analytics in action Data is now part of how elite soccer is understood, taught and analyzed. From performance trends to real-time decision-making, analytics can help explain what is happening inside the game and how teams, coaches and analysts evaluate play at the highest level.
Soccer as culture and identity For many fans, soccer is tied to family, community, immigration, history and belonging. The World Cup offers a chance to tell stories about fan culture, grassroots soccer, Latin American soccer history, gender and power in the sport, and why watching together can feel so meaningful.
Public health and mass gatherings Millions of fans travelling across borders and gathering in stadiums, fan zones and public spaces create important public health questions. Cities need to think about disease surveillance, emergency preparedness, health system readiness and health equity — all while hosting one of the most visible events in the world.
About ExpertFile ExpertFile helps organizations become the most trusted and visible source of expertise in an AI-driven world. The platform combines expert profiles, content publishing, inquiry management, analytics and media distribution into a single Visible Authority infrastructure - enabling universities, healthcare organizations, corporations and associations to improve how their expertise is discovered, cited and engaged across search engines, AI assistants and media channels. Built-in workflow orchestration, governance controls and compliance oversight help organizations reduce risk and achieve greater impact with existing resources.
Trusted by leading institutions including Carnegie Mellon University, the Massachusetts Institute of Technology (MIT) and ChristianaCare, ExpertFile helps organizations unlock the full value of their expertise at scale. The ExpertFile Mobile App connects journalists, conference organizers, policymakers, researchers and industry partners with authoritative expertise across more than 50,000 topics.
![[Webinar] Make your university the visible authority featured image](//media-speakerfile-pre.s3.amazonaws.com/spotlightv2_images/d82e2936-f426-4958-b1d9-872abbad0048_l.png)
Your university has the expertise. The question is whether the world can find it.
In this webinar, we'll show you exactly how leading institutions are building topical Authority Hubs that get their faculty in front of journalists, students, and partners at the moments that matter most.
DATA & TIME Monday, June 22, 2026 - 11:00 am EDT (1 hour) We'll walk through three real examples: Performing Arts -- Carnegie Mellon University The exclusive higher education partner of the Tony Awards since 2014. With 60+ alumni wins and 15 consecutive years of nominations, CMU built an Authority Hub that makes decades of genuine institutional strength finally visible and media-ready.
Papacy & Catholic Studies -- Villanova University When Pope Leo was elected, Villanova had qualified scholars ready. Their topical hub connected journalists with the right experts within hours -- showing what it looks like when a university moves at the speed of the news cycle.
Sports Events & Research -- University of Delaware Multiple topical hubs built around major events and enduring institutional strengths -- serving media relations, prospective students, and research partners with one repeatable, scalable approach.
WHAT YOU'LL LEARN How to identify the moments and topics where your institution already has authority How to structure faculty expertise so journalists and AI platforms can find it How to go from idea to live hub fast -- without technical resources or coding What makes an Authority Hub perform over time, not just at launch WHO SHOULD ATTEND University communications and media relations teams, research communications leads, and anyone responsible for faculty visibility and institutional reputation.
![[Webinar] Make your university the visible authority featured image](http://media-speakerfile-pre.s3.amazonaws.com/spotlightv2_images/d82e2936-f426-4958-b1d9-872abbad0048_l.png)