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The Future of Enterprise AI isn’t about More Data – It’s About The Right Data

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Artificial intelligence promises to transform every aspect of business operations, yet a lot of companies lack clarity on how to get from pilot to full production and value realisation. In today’s digital landscape they struggle with islands of data spread across various systems, leading many workers to not trust the data used to train AI systems and experience difficulty to get what they want out of them.

According to Salesforce research, only 28% of applications are connected, and over 80% of business leaders struggle with data fragmentation and data silos.

While three-quarters of workers surveyed in the recent “Your Data, Your AI” survey from Salesforce believe accurate, complete, and secure data is critical to building trust in AI, more than half do not trust the data used to train AI systems today. And nearly 60% of AI users worldwide find it difficult to get what they want out of AI, the report found.

The future of enterprise AI isn’t about more data – it’s about the right data. When AI is grounded in a company’s own data, it delivers more useful results and ultimately drives greater trust and adoption.

Only by consolidating their data will companies be able to fully understand the complete customer journey. A trusted data foundation and integrating AI into workflows across the enterprise are key ingredients needed for AI success.

Deploying these together, companies can unlock enterprise deployments at scale and drive measurable outcomes from AI automation, personalisation, and performance optimisation, including higher sales productivity, faster customer service resolutions, higher-conversion marketing campaigns.

Building a trusted data foundation

For AI to live up to the hype, large language models (LLMs) must be grounded in trusted enterprise data. However, with data trapped in disconnected silos, wholesale digital transformation and value realisation remains elusive. Prospects are worse when the data being used to ground AI models is incomplete, incorrect, or irrelevant — leading to inconsistent, incorrect results.

Unlocking the power of trapped data enables better analysis, decision-making, and AI automation, grounding customer and business data and metadata — a common language that integrates all applications — in ways that deliver trusted, outcome-oriented results without expensive model training.

Take, for example, real-time data that a prospective customer has just visited a company’s website. Previously, sales reps would have had no way of knowing this without manually pulling data into a custom report. Real-time data brings actionable insights, allowing for immediate customer engagement, resulting in higher conversion rates, revenue growth, and customer satisfaction.

Trust is a key component of successful enterprise AI deployments. By unifying and cleansing their data, companies can ensure that AI models operate on the most accurate information.

At Salesforce, we have engineered trust into every Salesforce application through our Einstein Trust Layer, a core part of the Einstein 1 Platform. The Einstein Trust Layer includes data masking to ensure data privacy protection, a zero-retention architecture to ensure data is never learned by AI models or stored outside Salesforce, an LLM audit trail, and keeps humans at the helm of every AI interaction. We have also built-in a feedback loop that continuously improves model accuracy and relevance, and this feedback data is automatically logged in Data Cloud.

Integrating AI into the flow of work

The need to deliver AI in the flow of where companies’ sales, service, marketing, commerce, developer, and other employees work explains why they’re leaning into conversational assistants, for their employees to interact with any data or workflow across their enterprise.

With specific customer data, employees can generate useful responses which are automatically grounded in all of their organisation’s trusted data and metadata. From generating customer campaigns, to answering service questions, everything is personalised, based on consolidated data – all securely within the confines of their company’s data and business processes.

The powerful combination of data and CRM makes these personalised customer experiences possible. For today’s consumer, milliseconds matter. The cost of not keeping up with them could be lost sales opportunities, poor social media reviews, or a disconnect in healthcare delivery.

While generative AI is still in its early stages for most companies, the potential for true enterprise transformation is immense. Those that can put in a foundation of data and trust, and offer AI in the flow of where their employees work, will be able to shift from pilot to production and realise tremendous value, employee satisfaction, customer loyalty, and business growth.


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Ugo Onwuaso is an ICT enthusiast. He believes technology should be used for general good. He holds a Master of Public Administration (MPA) degree from the Lagos state University. Dear Reader, Your support matters. But we believe that technology makes life more exciting and helps improve the lives of people around Nigeria and indeed the world. That is why, we have devoted our energy to independent reportage of technology and finance and how they affect lives. Our incisive and analytical view of how technology news affects the daily life help individuals and organizations make up their minds. Quality journalism costs money. Today, we're asking that you support us to do more. Kindly support our effort to deliver technology and finance journalism to everyone in the world. Donate as little as N1,000. Bank transfers can be made to: UBA Plc 1017156876 Communication Week Media Ltd

E-Business

Firm Identifies Global Scam Activity Linked to the Release of Avatar 3

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The premiere of Avatar 3 has taken place in several countries and has been accompanied by a noticeable increase in online interest. Amid the heightened attention surrounding the release, Kaspersky experts identified an increase in cyber-scam campaigns that exploit the movie’s launch and users’ desire to watch it online. The fraudulent websites target users across multiple regions, indicating attempts by attackers to reach a global audience.

The scam operates as follows: cybercriminals create suspicious websites that offer online access to the Avatar 3 movie. Attackers place particular emphasis on localisation, publishing the sites in multiple languages to attract users from different countries. However, the translations are often poorly executed and contain grammatical errors and inconsistencies, which may serve as indicators of fraudulent activity.

When users attempt to start the video, they are presented with a fake media player and prompted to register in order to obtain “full” or “unlimited” access to the film. As part of the registration process, users are asked to provide personal information, including an email address and mobile phone number.

At later stages, scammers may request additional data, including payment details, under the guise of activating a “free trial.” This creates risks of credential compromise, particularly if users reuse passwords across multiple services, and may also lead to financial losses.

“Cybercriminals consistently exploit major movie premieres to capture users’ attention and increase the effectiveness of their schemes. We advise accessing films only through official platforms and exercising caution when encountering websites that request personal or payment information. It is also important to use reliable security solutions to protect all devices, including mobiles,” comments Olga Altukhova, Senior web content analyst at Kaspersky.

 


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E-Business

Galaxy Backbone Celebrates the Federal Government’s Paperless Civil Service Milestone

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Galaxy Backbone (GBB) aligns with and celebrates the successful announcement by the Office of the Head of the Civil Service of the Federation on the achievement of a Paperless Civil Service, a significant milestone in Nigeria’s public sector reform and digital transformation agenda.

The milestone was formally highlighted at a press briefing led by the Head of the Civil Service of the Federation, Mrs. Didi Esther Walson-Jack, who commended Galaxy Backbone for its sustained support and contribution throughout the implementation of the programme.

GBB has played a critical role in enabling this transition by providing secure, scalable, and shared digital infrastructure that supports the digitisation of government processes across Ministries, Departments and Agencies (MDAs). Through the 1Government Cloud, MDAs have been empowered to migrate from paper-based workflows to digital platforms, improving efficiency, collaboration, data security, and service delivery across the Federal Civil Service.

In addition, GovMail, GBB’s secure government email platform, has strengthened official communication, enhanced records management, and reinforced cybersecurity standards—key pillars in sustaining a paperless operating environment.

Galaxy Backbone acknowledges the collective efforts of the Office of the Head of the Civil Service of the Federation, Permanent Secretaries, Directors of ICT, consultants, partners, and dedicated public servants whose commitment and collaboration ensured the smooth delivery of this initiative.

The Managing Director/Chief Executive Officer of Galaxy Backbone, Prof. Ibrahim Adeyanju, was represented at the press briefing by Akintayo Bamisaye, Acting Group Head, Research, Digital Innovation and Skills Department (RDIS).

GBB describes the achievement as a strong close to 2025 and reaffirms its commitment to supporting the Federal Government in building a modern, efficient, and digitally enabled public service.


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Jumia CEO says Black Friday Signals Nigeria’s E-Commerce Maturity

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At the close of 2025, Temidayo Ojo, the CEO of Jumia Nigeria, reflected on a year-end shopping season that points to the growing maturity of the country’s e-commerce market. “Black Friday is no longer a single, short-lived spike in activity,” he said.

“It has become a familiar, anticipated moment in the retail calendar, where consumers shop deliberately and with confidence.”

Preliminary KPIs for the two months ended November 30, 2025, show strong year-on-year growth in both orders and Gross Merchandise Value (GMV), with GMV growth outpacing order growth. This indicates that customers are placing fuller, more considered baskets rather than shopping in fragmented transactions. Nigeria ranked among Jumia Group’s better-performing markets, with engagement remaining steady throughout the Black Friday period rather than spiking briefly and tapering off.

A key factor behind this performance is the growing familiarity of consumers with online shopping. Customers are increasingly leveraging platform features such as saved carts, brand stores, and price comparison tools to plan purchases in advance. This trend suggests that digital commerce is becoming embedded in everyday habits rather than being viewed as a one-off event.

Ojo also highlighted the role of Jumia’s JForce network in connecting digital commerce to local communities. “Our agents are critical to ensuring that customers across Nigeria, including secondary cities and smaller communities, have access to variety, consistent pricing, and reliable delivery,” he said. “During peak periods like Black Friday, JForce agents can respond faster, serve more customers efficiently, and build stronger local relationships. This isn’t just a distribution channel—it’s a pathway to sustainable income and inclusion.”

Reflecting on the overall performance, the CEO concluded: “What we’re seeing this year-end is steady engagement across categories, stronger consumer confidence, and partners like our JForce agents benefiting from increased activity.

“It confirms that Nigeria’s e-commerce ecosystem is maturing, growing in a more structured and resilient way. As the December Holiday Sale continues, we expect these patterns of familiarity, trust, and participation to sustain momentum and drive both commerce and community impact across the country.”


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