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

How Ivy differs from general AI

Why you search again after conducting AI research

Even when the sentences are organized 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 verify whether the information is still valid. When different sources conflict, the criteria selected and the basis for the judgment should also be presented.

Criteria to check when using business research results
Items to verifyWhat to reviewProblems that arise when verification is difficult
SourcesDistinguishing official sources, statistics, press releases, and personal opinionsDifficulty assessing 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RecencyThe date the material was created and whether it is currently validChanged policies or outdated figures may be used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 whether the original source can be checkedIt may be difficult for users to verify the basis of the answer directly
Consistency across sourcesDifferences between figures and claims from different sourcesIt may be unclear which information should be used as the basis for judgment
Business relevanceDirect relevance to the research purpose and resultsThe materials must be reclassified and organized

How IVY verifies supporting evidence

IVY works with various types of materials, including text, images, and videos, and uses search assistance and tool-based information retrieval. Along with the research results, it provides the materials referenced, verifiable links, and the criteria used to connect the materials. Users can check the original sources they need directly and determine whether to use the research results.

Ivy’s response process

The scope and depth of the materials change the results

It is difficult to understand the full context using only the materials at the top of search results and a selection of news articles. Even on the same topic, the scope and perspectives of information provided by companies, public institutions, research institutions, the media, and practitioners differ. IVY reviews multiple types of materials together and organizes the common patterns, differences, causes of change, and business impact.

Examples of questions for Ivy

ARI for connecting repetitive research to business workflows

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 organizes the materials each time, time is repeatedly spent on the same task. IVY's ARI supports executing the research and organization process according to specified schedules and conditions.

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

Business research you can verify and use

The business value of AI research should be evaluated based on generation speed, the ability to verify sources, the currency of the information, interpretation criteria, and the ability to connect with follow-up tasks. These criteria can be applied to market research, policy reviews, technology research, customer analysis, proposal preparation, and internal knowledge searches. IVY finds the necessary materials, preserves the supporting evidence, and provides results organized for the business purpose.

Evaluation criteriaQuestions to verify
Evidence verificationCan you directly verify the original sources and references used?
Information currencyWere materials valid as of the current date retrieved?
Contextual interpretationHave the differences between the materials and their impact on the work been organized?
Use of resultsAre the results in a format that can be used for meetings, reports, proposals, and decision-making?
Connection to workCan the process 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 summarizes information, Ivy interprets the context of the work — CLEVI