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Insights from Vector Space

Insights, scenarios and models to help you understand how artificial intelligence
is transforming the way organisations work.

Client Onboarding: The Work That AI Agents Are Taking Over

By 2029, agentic AI will resolve 80% of common customer service issues without human intervention. What changes in how companies onboard new clients, and why over 40% of projects will fail before reaching production.

Market access and AI in 2026: the 30,000-page JCA dossier

The EU HTA Regulation has been operational since January 12, 2025 for oncology and ATMPs. The Joint Clinical Assessment leads to dossiers of 10-30 PICOs per single product, up to 30,000 pages, with 90-100 days for submission. AIFA Resolution 88/2025 modernized the Italian framework, effective from April 1, 2026. AI for evidence synthesis is the constraint that decides who can sustain the pace.

Four GenAI Skills Every Worker Must Master

Gartner has identified the four generative AI skills that workers must develop in 2025: recognizing use cases, understanding the technology, writing effective prompts, and evaluating results. A practical guide for CIOs and HR leaders.

Approved Email in pharma: the loop worth 30% in prescriptions

Veeva HCP 360 2025: syncing an Approved Email within ten days of a visit increases the probability of prescription by 30%. 65% of HCP interactions are not synchronized. MLR review remains at 20 days in Europe and 50-60 in the United States. Indegene NEXT MLR Automation cuts the cycle by 30-50%.

Adopting GenAI Without Risk: The Personas and Landing Zone Method

Adopting GenAI without exposing sensitive data is possible with a structured approach based on risk personas and cloud landing zones. A practical guide for infrastructure and IT operations leaders.

Who Is Winning the Market for Business Process Automation Tools

Camunda and IBM are positioned in the Customers' Choice quadrant for BPA tools. An analysis of peer reviews to guide decisions in a market where automation and GenAI are changing the evaluation criteria.

GenAI in Finance Is Still in Pilot Mode. What Comes Next?

GenAI in finance: adoption doubled in one year but still stuck at the pilot stage. 63% of CFOs are optimistic about future value, but organizations are deliberately slowing spending to align with governance and risk management.

Veterinary clinic consolidation: Italy is the next hunting ground

IVC Evidensia operates more than 2,500 clinics in 20 countries. Mars Veterinary Health 3,000 facilities and 70,000 employees. AniCura 450 facilities in 14 European countries. In Italy AniCura has only 14 clinics, AVELIA was founded in 2024 as an Italian network. Italian consolidation will accelerate over the next 24-36 months under the push of Northern European private equity.

Cloud ERP, Reporting Automation, and AI: The Three Priorities of the Modern CFO

Cloud ERP, reporting automation, and business process automation are the technologies with the best combined profile of adoption, value, and future investment for CFOs in 2026. Data and analysis from the Finance Technology Bullseye.

GenAI and Finance: Where Investments Are Heading

The Finance Technology Bullseye 2026 analyzes 63 technologies across adoption, value, and future investment. GenAI is the number one priority, but most organizations are still in the pilot phase. Here is the complete map.

Omnichannel pharma in Italy: the paradox of the 64% F2F

Veeva Pulse 2025: 78% of global HCP interactions remain face-to-face. In Italy 64% of impactable sales come from direct contact, the highest share in EU5. Across Health measures that European HCPs want remote engagement at 60% and receive it at 40%. What it really means to orchestrate in a market that remains F2F-dominant.

Who Wins in the Enterprise Business Process Analysis Tools Market

BOC Group leads the Customers' Choice quadrant for enterprise business process analysis tools. A reading of peer review data to guide purchasing decisions in a market with few players but widely varying ratings.

Skin AI: where cosmetics end and medical devices begin

L'Oréal Beauty Genius recorded 480,000 conversations in the first six months after launch. Perfect Corp generated USD 69 million in 2025 with YouCam. Haut.AI is in partnership with Beiersdorf, NAOS Bioderma and Ulta Beauty. When AI promises diagnostics it shifts from cosmetic to medical device, falling under MDR and the high-risk EU AI Act.

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Available Conversation Modes
The way conversations are handled depends on the level of human involvement and AI integration. Below are the available options, ranging from purely manual control to fully automated solutions, including various hybrid and AI-assisted approaches.
Full Human Managed
Conversations are managed entirely by a human operator, from creation to resolution.
AI-Enhanced Managed
Conversations are guided by pre-coded, navigable procedures powered by intent detection.
Full AI Managed
Conversations are handled end-to-end by the virtual agent.
AI Hybrid Mode
Conversations are managed using a hybrid approach, combining automated response generation with intent-based navigation for configured flow segments.
AI / Human Managed
Conversations are managed in a hybrid mode, with the capability to perform a seamless handoff to a human agent triggered by specific intent detection.