DALLAS--(BUSINESS WIRE)--Nov 12, 2026--
QualiZeal, a global AI-native Quality Engineering (QE) and AI Assurance partner, released the HFS Take 5 report, Reliable AI at Scale Requires Trust Engineering, Not Legacy QE. The QualiZeal x HFS Research study surveyed 101 U.S. enterprise quality and technology leaders across nine industries.
This press release features multimedia. View the full release here: https://www.businesswire.com/news/home/20261110157402/en/
The research reveals a widening enterprise AI assurance gap: AI is entering production faster than organizations are building the ownership, validation, and trust measures to govern it.
Key findings:
“Enterprise AI has crossed the production threshold, but assurance has not kept pace,” said Pradeep Govindasamy, President and CEO, QualiZeal. “Enterprises need clear ownership of AI quality, purpose-built validation, and continuous evaluation of fairness, explainability, safety, and regulatory evidence. AI assurance must become a distinct discipline—built on strong QE foundations, but designed for probabilistic and increasingly autonomous systems.”
“Enterprises have moved AI into production faster than they have built the means to prove it works,” said Hansa Iyengar, Practice Leader, HFS Research. “Half of them still test probabilistic AI with frameworks designed for deterministic software. This means they can show a model is accurate but not that it is fair, explainable, or compliant. An AI system that cannot be audited or explained is a liability that grows with every release. More test cases won’t fix this. Enterprises need to name an owner for AI quality, score every system against a trust scorecard before it ships, and fund quality engineering for the expanded role it now has.”
The report recommends clear AI quality ownership, broader trust scorecards, and QE investment aligned with the expanded mandate.
QualiZeal’s ValidAIte™ enterprise AI assurance platform supports this shift by helping organizations evaluate trust, safety, governance, and compliance readiness across the AI lifecycle.
About QualiZeal
QualiZeal is a leading global AI-native Quality Engineering and AI Assurance partner delivering business-critical assurance for enterprise IT and AI. Founded in 2021, it serves 70+ global enterprise clients, including Fortune 500 organizations, supported by 1,000+ professionals globally. Its enterprise-grade innovation ecosystem includes ValidAIte™ for AI assurance, QMentisAI™ for agentic Quality Engineering, and NexaAI for trust-first AI development.
For more information, visit https://qualizeal.com.
New QualiZeal x HFS Research Study Finds Enterprise AI Adoption Is Outpacing AI Assurance
WASHINGTON (AP) — Five people were shot Thursday in a trendy Washington, D.C., neighborhood within walking distance of the White House, police said, and the suspected gunman later shot himself as a swarm of officers responded to a nearby apartment building where he was barricaded.
One victim died in the shooting, said Jeffrey Carroll, interim chief with the Metropolitan Police Department.
Carroll said the suspect shot himself while barricaded inside an apartment. He added that the man apparently had a dispute with the building’s homeowners association.
The shootings were reported in Logan Circle, about a mile north of the White House. Much of the block on 15th Street was cordoned off as police urged people to avoid the area, which includes a VIDA fitness center, St. Luke’s Episcopal Church, residences and a Whole Foods supermarket. Schools were on lockdown.
Law enforcement SWAT teams and other officers had their guns drawn on the roof of an apartment building or on the ground below.
Authorities believe the suspect shot at least one person inside the gym before going outside and firing again, according to a law enforcement official who was not authorized to publicly discuss the investigation and spoke to The Associated Press on the condition of anonymity.
Law enforcement agents believe the suspect shot another person in a parking garage elevator and then barricaded himself on the seventh floor of the building, the official said.
Witness James Spellman, who was at the gym, said there were about 50 people there around 8 a.m. when the shooting began.
“Within seconds there was a man who fell to the ground, and a pool of blood came out," he said. "One gym member rushed to help him. He was instantly dead. He had been shot in the neck.”
Spellman said he and others dashed out of the gym. He said he heard about two shots fired in the gym and about five or six fired outside.
Another witness, Ryan Dubicki, said he was in his nearby apartment around the same time when he “heard about five bangs.”
“They were really spread out so I thought it was construction,” he said. A short time later "there were cops everywhere.”
The federal Bureau of Alcohol, Tobacco, Firearms and Explosives said it sent agents to the scene to help. And the FBI said its Washington field office was helping local police with the investigation.
The neighborhood has seen violence before. In early August 2025, a onetime member of President Donald Trump’s Department of Government Efficiency was assaulted early on a Sunday morning in the Logan Circle neighborhood by a group of teenagers attempting to carjack him and a woman, authorities said.
Days later, Trump fulfilled his threat to bypass local authority and imposed direct federal control over the city, sending in hundreds of National Guard members to reduce crime. That deployment continues today.
Local law enforcement respond to reports of an active shooting investigation, Wednesday, Nov. 12, 2026. (AP Photo/Tom Brenner)
Local law enforcement and National Guard, are seen responding to reports of an active shooting investigation, Wednesday, Nov. 12, 2026. (AP Photo/Julia Demaree Nikhinson)
Local law enforcement respond to reports of an active shooting investigation, Wednesday, Nov. 12, 2026. (AP Photo/Julia Demaree Nikhinson)
Local law enforcement respond to reports of an active shooting investigation, Wednesday, Nov. 12, 2026. (AP Photo/Tom Brenner)
Local law enforcement respond to reports of an active shooting investigation, Wednesday, Nov. 12, 2026. (AP Photo/Julia Demaree Nikhinson)
