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[IVY] When AI summarises information, Ivy interprets the context of the work

How Ivy differs from general AI

Why you search again after researching with AI

Even when sentences are organised naturally, it is difficult to determine whether the result can be used directly for work. Official sources and personal opinions must be distinguished, and it must be possible to confirm whether the information is still valid. When different sources conflict, the criteria selected and the basis for the judgement should also be presented.

Criteria to check when using the results of work-related research
Items to checkWhat to reviewProblems that arise when verification is difficult
SourcesDistinguishing official sources, statistics, press releases and personal opinionsDifficulty judging the reliability of the information
RecencyThe date the material was created and whether it is currently validChanged policies or outdated figures may be used
AccessibilityWhether reference links work properly and the original source can be checkedIt may be difficult for users to verify the basis of the answer themselves
Consistency between sourcesDifferences between figures and claims from different sourcesIt may be unclear which information should be used as the basis for judgement
Work relevanceThe direct relevance of the results to the research purposeThe material needs to be reclassified and organised

How IVY verifies sources

IVY handles materials in various formats, including text, images and videos, and uses search assistance and tool-based information retrieval. Along with the research results, it provides the sources referenced, links that can be checked, and the criteria used to connect the materials. Users can check the original sources they need directly and decide whether to use the research results.

The Ivy response process

The scope and depth of the materials change the results

It is difficult to understand the overall flow using only the materials at the top of search results and some news articles. Even on the same topic, the scope and perspectives of information provided by companies, public institutions, research organisations, the media and practitioners differ. IVY reviews multiple types of materials together and summarises common trends, differences, the causes of changes and their impact on work.

Examples of questions for Ivy

ARI, connecting repeated research to your workflow

Industry news, policy announcements, competitor products and price changes need to be checked again at set intervals. When the person responsible enters search terms and categorises the materials each time, time is repeatedly spent on the same task. IVY’s ARI supports carrying out research and organising processes according to specified schedules and conditions.

  1. Set an execution schedule, such as 9:00 am every Monday.
  2. Collect the latest materials related to the industries, policies and technologies of interest.
  3. Categorise the materials by topic and importance.
  4. Identify changes by comparing them with the results of previous research.
  5. Organise the sources and reference links for the materials.
  6. Generate a draft report for the person responsible to review.
Role allocation in recurring research processes
ComponentIVY’s roleARI’s rolePerson responsible’s role
Material researchExplore relevant materials and organise the contentExecute according to specified schedules and conditionsSet the research scope and criteria
Information classificationAnalyse relationships and differences by topicApply repeatable classification proceduresConfirm business importance
Result preparationCompile research results including supporting evidenceGenerate and deliver a draft reportReview the content and make the final decision

Business research you can verify and use

The business usefulness of AI research should be evaluated together across generation speed, the ability to verify sources, information currency, interpretation criteria and the connection to follow-up tasks. These criteria can be applied to market research, policy review, technology research, customer analysis, proposal writing and internal knowledge searches. IVY finds the necessary materials, retains the supporting evidence and provides results organised for the business purpose.

Evaluation criteriaQuestions to verify
Evidence verificationCan the original sources and references used be checked directly?
Information currencyHave materials that are valid at the current point in time been retrieved?
Contextual interpretationHave the differences between the materials and their impact on the work been organised?
Result usabilityIs it in a format that can be used for meetings, reports, proposals and decision-making?
Business connectionCan it lead to regular research and follow-up tasks?
  • IVY
  • ARI
  • Business research
  • Market research
  • Evidence verification
  • Research automation
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[IVY] When AI summarises information, Ivy interprets the context of the work — CLEVI