Why Do Good R&D Ideas Die Before Anyone Tests Them?
What happens to the idea you spot in a paper outside your field? Say you’re reading for one project and a methods section catches you. It might solve a problem another team has been stuck on for a year. You make a note. A week later, it’s still a note, because chasing it means a […]
AI Can Give R&D Teams Answers. But Can It Help Them Make Decisions?
Ask AI which technologies could solve your R&D challenge, and you will likely get a convincing list. Now ask which ones you should stop considering. That second question is harder. It requires checking technical constraints, comparing conflicting research, identifying patent barriers, and understanding where the evidence is still weak. Yet these are exactly the decisions […]
Why a Specialized AI R&D Tool Could Be Your Next Fit
An oil and gas company thought its patent monitoring was working fine. Then the CEO came back from a trip and asked the team to check again. A competitor had been filing steadily in an area the team thought was quiet. They were almost a year behind. The team wasn’t careless. Their tool showed them […]
How Generative AI Is Failing Scientific Research
Generative AI can summarize thousands of research papers in seconds. It can explain complex concepts, draft literature reviews, and help researchers explore unfamiliar topics. But science has a higher standard than most other fields. A useful answer is not enough. Scientists need answers that can be traced back to evidence, reproduced through experiments, and challenged […]
How Large Organizations Are Using AI to Make Better R&D Decisions
Most large R&D organizations already have AI. What many still cannot answer is whether it has changed an important R&D decision. Across the same organization, one team may use AI to scan scientific literature, another to investigate patents, and an innovation team to explore new technologies or companies. Six months later, there may be plenty […]
Why Your Company’s AI Mandate Is Failing for R&D Teams
AI rollout looks like a success in most companies today. Sales teams are writing outreach in a fraction of the time. Marketing teams are turning one brief into multiple campaigns within a few minutes. Support teams have reduced response times and have dashboards to show the improvement. R&D received the same AI tools on the […]
How to Connect Scientific Data to Copilot with MCP
Microsoft Copilot is already used by R&D teams for information discovery and everyday knowledge work. It can summarize documents, answer questions, and help users navigate large volumes of information. But R&D decisions need answers grounded in current scientific papers, patents, experimental findings, and sources they can verify. That becomes especially important during stage-gate reviews, regulatory […]
Slate vs. Perplexity for Enterprise R&D: Which Platform Fits Which Research Workflow?
R&D teams are constantly facing a strange decision: whether to research with a general-purpose AI answer engine or a domain-specific R&D intelligence platform? Now in 2026, it narrows down to two names – Perplexity and SLATE. Ask which one is better, and you’re already asking the wrong question. The right one is: better at what, […]
8 Considerations When Evaluating an AI Tool for R&D
AI adoption in research-intensive sectors such as biopharma, medtech, and automotive is significant. AI contributes 27% of value created in biopharma, 19% in medtech, and has a notable impact on automotive R&D. Organizations worldwide are investing heavily in AI to accelerate discovery, optimize processes, and unlock new insights from complex data sets. Recent studies reveal […]
How to Conduct Literature Reviews Using AI
Researchers spend up to 200 hours on literature reviews monthly, manually sifting through vast databases, analyzing thousands of papers, and synthesizing insights to identify gaps and formulate hypotheses. AI streamlines this process by improving both speed and the quality of insights. Recent studies reveal that AI tools can reduce the time required for literature reviews […]
