Donovan has been a strong fit for exploring AI solutions tailored to research and knowledge-focused institutions, offering access to leading LLMs alongside fine-tuned models suited to structured, mission-critical workflows. Working with a research and studies center, the platform's ability to handle large volumes of specialized, domain-specific content made it well-suited for organizing and querying complex archival or scholarly material. Having a platform built around compliance and reliability, rather than a generic consumer AI tool, made it easier to propose a credible AI-driven solution tailored to the institution's specific research needs. Review collected by and hosted on G2.com.

Being built primarily around public sector and government use cases, some default workflows didn't map cleanly onto a research and studies context, requiring adaptation to fit the institution's specific proposal. Documentation and onboarding materials lean heavily toward government-specific terminology, which took some translation to apply to a research-oriented setting. Pricing and access details weren't as transparent upfront as more consumer-facing AI platforms, requiring direct engagement to understand the actual cost structure. Review collected by and hosted on G2.com.