Agriculture

The answer existed. It was buried in 15 hours of searching.

How a consumer products company gave their scientists access to four scientific libraries at once, and compressed days of research into a five-minute report.

KEY RESULTS

5 minutes

to get results that previously took 10 to 15 hours

4 scientific libraries

searched simultaneously vs. Google Scholar alone

Full research report

generated automatically as a structured PDF

Zero manual synthesis

the agent searches, filters, understands, and writes

The challenge

Every research question starts the same way: hours of searching before any real work begins.

The company’s scientists regularly need to know if existing research already answers a question before investing time and resources into new studies. Does mycorrhiza help protect raspberry plants from ground freezing? Is there documented evidence on a particular soil treatment? What does the literature say about a specific growing condition?

The process to answer those questions was entirely manual. A scientist would open Google Scholar, build a search query, scan through results, read abstracts, filter irrelevant papers, cross-reference sources, and eventually synthesize what they found into something usable. For a single question, that process routinely took 10 to 15 hours, and was limited to a single source. Relevant research sitting in other scientific libraries simply went unseen.

The cost wasn’t just time. It was the risk of making decisions without the full picture, of duplicating research that already existed, or of missing a critical finding because it lived outside of Google Scholar.

The solution

An agent that searches, filters, understands, and writes.

Mirego built a research agent on Forra that handles the entire front-end of the scientific research process, from query to structured PDF output. The scientist asks a question in plain language. The agent takes it from there.

Rather than querying a single database, the agent searches across four scientific libraries simultaneously, casting a net wide enough to surface research that would have been missed entirely in a manual process. It doesn’t just retrieve results: it filters for relevance, reads and understands the content, and synthesizes the findings into a structured research report delivered as a ready-to-use PDF.

The scientist’s role shifts from searcher to reviewer. Instead of spending a day building a literature review from scratch, they receive a complete, sourced synthesis in minutes and can focus their expertise on interpreting the findings and deciding what to do next.

The research report generated by Forra gives scientists a structured synthesis of existing literature directly relevant to their question, drawn from four scientific sources and compiled automatically. What arrives is not a list of links to read: it is a document ready to inform a decision, written in the language of the discipline and grounded in traceable sources.

The outcomes

From a full day of searching to five minutes of reading.

  • A research question that previously required 10 to 15 hours of manual searching is now answered in under 5 minutes.
  • Scientists now have access to 4 scientific libraries simultaneously, compared to Google Scholar alone, significantly expanding the breadth of available knowledge.
  • The agent searches, filters, understands, and synthesizes without manual intervention, delivering a complete PDF report ready to act on.
  • Duplicate research efforts are avoided: scientists know what already exists before deciding whether a new study is needed.
  • The risk of missing critical findings from sources outside the usual search workflow is structurally eliminated.
  • Scientists spend their expertise on interpretation and decision-making, not on information retrieval.