AI is no longer solely a back-office tool. It's a strategic partner that can augment decision-making across every line of business.
Whether users aim to reduce operational overhead or personalize customer experiences at scale, custom AI agents are key.
As AI agents are adopted across enterprises, managing their deployment will require a deliberate strategy. The first steps are architecting the enterprise AI infrastructure to optimize for fast, cost-efficient inference and creating a data pipeline that keeps agents continuously fed with timely, contextual information.
Alongside human and hardware resourcing, onboarding AI agents will become a core strategic function for businesses as leaders orchestrate digital talent across the organization.
Here's how to onboard teams of AI agents:
1. Choose the Right AI Agent for the Task Just as human employees are hired for specific roles, AI agents must be selected and trained based on the task they're meant to perform. Enterprises now have access to a variety of AI models - including for language, vision, speech and reasoning - each with unique strengths.
For that reason, proper model selection is critical to achieving business outcomes:
Choose a reasoning agent to solve complex problems that require puzzling through answers.
Use a code-generation copilot to assist developers with writing, changing and merging code.
Deploy a video analytics AI agent for analyzing site inspections or product defects.
Onboard a customer service AI assistant that's grounded in a specific knowledge base - rather than a generic foundation model.
Model selection affects agent performance, costs, security and business alignment. The right model enables the agent to accurately address business challenges, align with compliance requirements and safeguard sensitive data. Choosing an unsuitable model can lead to overconsumption of computing resources, higher operational costs and inaccurate predictions that negatively impact agent decision-making.
With software like NVIDIA NIM and NeMo microservices, developers can swap in different models and connect tools based on their needs. The result: task-specific agents fine-tuned to meet a business' goals, data strategy and compliance requirements.
2. Upskill AI Agents by Connecting Them to Data Onboarding AI agents requires building a strong data strategy.
AI agents work best with a consistent stream of data that's specific to the task and the business they're operating within.
Institutional knowledge - the accumulated wisdom and experience within an organization - is a crucial asset that can often be lost when employees leave or retire. AI agents can play a pivotal role in capturing and preserving this knowledge for employees to use.
Connecting AI to data sources: To function at their best, AI agents must interpret a variety of data types, from structured databases to unstructured formats such as PDFs, images and videos. Such connection enables the agents to generate tailored, context-aware responses that go beyond the capabilities of a standalone foundation model, delivering more precise and valuable outcomes.
AI as a knowledge repository: AI agents benefit from systems that capture, process and reuse data. A data flywheel continuously collects, processes and uses information to iteratively improve the underlying system. AI systems benefit from this flywheel, recording interactions, decisions and problem-solving approaches to self-optimize their model performance and efficiency. For example, integrating AI into customer service operations allows the system to learn from every conversation, capturing valuable feedback and questions. This data is then used to refine responses and maintain a comprehensive repository of institutional knowledge.
NVIDIA NeMo supports the development of powerful data flywheels, providing the tools for continuously curating, refining and evaluating data and models. This enables AI agents to improve accuracy and optimize performance through ongoing adaptation and learning.
3. Onboard AI Agents Into Lines of Business Once enterprises create the cloud-based, on-premises or hybrid AI infrastructure to support AI agents and refine the data strategy to feed those agents timely and contextual information, the next step is to systematically deploy AI agents across business units, moving from pilot to scale.
According to a recent IDC survey of 125 chief information officers, the top three areas that enterprises are looking to integrate agentic AI are IT processes, business operations and customer service.
In each area, AI agents help enhance the productivity of existing employees, such as by automating the ticketing process for IT engineers or giving employees easy access to data to help serve customers.
AI agents in the enterprise could also be onboarded for:
For telecom operations, Amdocs builds verticalized AI agents using its amAIz platform to handle complex, multistep customer journeys - spanning sales, billing and care - and advance autonomous networks from optimized planning to efficient deployment. This helps ensure performance of the networks and the services they support.
NVIDIA has partnered with various enterprises, such as enterprise software company ServiceNow, and global systems integrators, like Accenture and Deloitte, to build and deploy AI agents for maximum business impact across use cases and lines of business.
4. Provide Guardrails and Governance for AI Agents Just like employees need clear guidelines to stay on track, AI models require well-defined guardrails to ensure they provide reliable, accurate outputs and operate within ethical boundaries.
Topical guardrails: Topical guardrails prevent the AI from veering off into areas where they aren't equipped to provide accurate answers. For instance, a customer service AI assistant should foc
Most recent headlines
05/01/2027
Worlds first 802.15.4ab-UWB chip verified by Calterah and Rohde & Schwarz to be ...
06/09/2026
June 9 2026, 23:00 (PDT) Dolby and MagentaTV Bring Fans Closer to the FIFA Worl...
04/08/2026
Dalet, a leading technology and service provider for media-rich organizations, t...
04/07/2026
April 7 2026, 19:00 (PDT) Detective Conan: Fallen Angel of the Highway Opens in...
15/06/2026
Detach from Direct-Attached: How Remote Editing with EVO Keeps Creative Teams Mo...
14/06/2026
Library captures 1960s R&B/pop drum sound
Following on from their recent wave of plug-in effects, Iconic Instruments have just launched an all-new virtual d...
14/06/2026
HBO Comedy Rooster Shot with URSA Cine 17K 65
Brie Clayton June 14, 2026
0 Comments
Large format brings viewers intimately close to characters.
Black...
13/06/2026
Latest expansion pack includes 252 presets
Devious Machines have recently introduced another expansion for their powerful multi-effects plug-in, Infiltrator...
13/06/2026
Create custom DAW/plug-in controllers using prompts
MetaGrid have recently introduced an all-new AI Builder function to their touchscreen-based control surf...
13/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
13/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
12/06/2026
YES Network and The Gotham Sports App will air seven Athletes Unlimited Softball...
12/06/2026
The United Football League will host its FAST Innovation Suite at the 2026 United Bowl presented by Credit One Bank on Saturday, June 13 at 3:00 p.m. ET at Audi...
12/06/2026
PTZOptics and LayerJot will present live demonstrations at InfoComm 2026 showing how natural-language AI prompting, robotic camera control, and on-device comput...
12/06/2026
MultiDyne Video and Fiber Optic Systems will exhibit at InfoComm 2026, featuring...
12/06/2026
Ateme has announced that Eurovision Services is using Ateme's software-based frame-rate conversion technology for international live event workflows. The de...
12/06/2026
Bitmovin and Simplestream have announced a partnership with Xperi to simplify the launch of OTT streaming services on TiVo OS smart TVs and devices. The collabo...
12/06/2026
Net Insight has announced that a multinational technology company is deploying a...
12/06/2026
MLB Players Inc., the business arm of the MLB Players Association, has announced a partnership with Athletes First to develop and sell brand partnerships across...
12/06/2026
Guntermann and Drunck (G&D) and VuWall have announced the CommandKeyboard-Advanc...
12/06/2026
Comcast Smart Solutions announces a new smart technology deployment with Major L...
12/06/2026
Elevation Worship completed the initial leg of its Elevation Nights 2026 tour ...
12/06/2026
AJA Video Systems has announced KONA IP25 support for Colorfront Transkoder and ...
12/06/2026
Audinate Group Limited (ASX: AD8) will exhibit at InfoComm 2026 (Booth C7321, Ce...
12/06/2026
Pac-12 Commissioner Teresa Gould has announced the appointment of Scott Adametz as Chief Technology Officer. The Pac-12 describes the hire as the first CTO appo...
12/06/2026
Grass Valley has announced AMPP Edge Live, a production system combining Grass Valley hardware, NVIDIA Blackwell GPU acceleration, and AMPP OS in a single platf...
12/06/2026
At one time a trailblazer with the launch of the Longhorn Network, the Universit...
12/06/2026
Ratings Roundup is a rundown of recent rating news and is derived from press rel...
12/06/2026
Chyron has announced PAINT 10.4, an update to its illustrated replay and sports ...
12/06/2026
SVP, Production, Mark Gross: With the new schedule, with not having every Sunday night, it has given us an opportunity to take a step back and reimagine what o...
12/06/2026
For Televisa Technical Engineering Manager Roberto N nez Ibarra and the small team of 12 technicians and two production personnel at the IBC things are already ...
12/06/2026
Simple Steps to Better Acoustics - Taming The Small Room
Most of us mix in spare rooms and small spaces, where the acoustics fight us at every turn. At Gear...
12/06/2026
Latest addition expands vintage-inspired effects palette
Meris' Ottobit pedal range draws its inspiration from vintage gaming consoles, and the latest a...
12/06/2026
Soundbox-based chamber strings series expanded
Sonora Cinematic have just announced the launch of the second instalment in their Soundbox-based chamber stri...
12/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
12/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
12/06/2026
AJA Announces KONA IP25 Integration with Colorfront Software
Brie Clayton June 12, 2026
0 Comments
Collaboration enables uncompressed SMPTE ST 2110 I/O ...
12/06/2026
URSA Cine 12K LF Used to Create Visuals for STUTS' K-Arena Concert
Brie Clayton June 12, 2026
0 Comments
Organic visuals projected on a giant scre...
12/06/2026
MTI FILM Acquires Mango New Edit, Expanding its Global Post-Production Services ...
12/06/2026
AI Point Tracking Speeds Up Complex VFX Tracks in Mocha Pro
Jessie Electa Petrov June 12, 2026
0 Comments
The 2026.5 release adds automatic point trac...
12/06/2026
Bitmovin, a provider of video streaming solutions, has partnered with Simplestream, a provider of OTT and broadcast solutions, and technology provider Xperi, to...
12/06/2026
Leostream Corporation, creator of the world-leading Leostream Remote Desktop Access Platform, today announced Jigsaw24, a leading B2B IT solutions provider wit...
12/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
12/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
12/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
12/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
12/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
12/06/2026
How Aussie indie games and screen are levelling up with IP 11 June 2026
Ari Harrison, Pro Jank Footy
Head of Games Joey Egger and Ari Harrison of Umbrella sha...
12/06/2026
AgentPerf from Artificial Analysis, the industry's first agentic AI benchmark, gives developers, enterprises and infrastructure providers a clear way to com...
AI is no longer solely a back-office tool. It's a strategic partner that can augment decision-making across every line of business.
