Recruiting is a complex retrieval task.

Recruiting is a complex retrieval task.

Recruiting is a complex retrieval task.

Defining useful search criteria takes extensive knowledge and industry know-how. With roles and markets changing quickly, keeping up is increasingly difficult. MiraDay’s F2D lets agents start with your requirements, search across multiple sources and adjust queries as they learn. We help reduce the research, keyword preparation, Mapping and repeated query changes each search demands.

Search criteria take industry know-how. F2D investigates roles and markets across sources, reducing research and query preparation.

How far is a job brief from finding the right person?

How far is a job brief from finding the right person?

How far is a job brief from finding the right person?

As technology changes and markets remain unfamiliar, preparing a search takes investigation. MiraDay’s agents help you do that work.

For example: finding a US sales leader

01

Start with the companies

For a US sales leader, use products, customers and sales models to identify companies serving similar customers or using similar channels.

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02

Investigate titles and levels

VP Sales, Head of Sales or Regional Director? Compare markets, team scope and responsibilities: the same title can mean different levels across companies.

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03

Identify the skills, then build the mapping

Direct or channel sales? New or existing accounts? Map companies, roles and people against these requirements, then prepare search conditions.

F2D starts with your requirements and investigates relevant companies and roles.

F2D starts with your requirements and investigates relevant companies and roles.

F2D starts with your requirements and investigates relevant companies and roles.

Give F2D your product, market, customer and role requirements; you need not prepare every search detail. For a US sales leader, it investigates companies, responsibilities and people, then searches further using its findings. MiraDay reduces manual company lists, seniority Mapping and keyword and Boolean query preparation, helping you find people sooner.

F2D investigates companies and roles from your product, market and customer requirements, reducing Mapping and search preparation.

Sales leaderUnited StatesTarget companiesRelevant businessMarket presenceTeam structureTalent experienceCompany contextJob responsibilitiesNext queryWho has led this market?Sales leaderUnited StatesCompaniesBusinessMarketTeamTalentCompanyRoleNext queryWho has led this market?Search briefSales leaderUnited StatesTarget companiesRelevant businessMarket presenceTeam structureTalent experienceMarket leadershipCompany contextBusiness & teamJob responsibilitiesScope of the roleNext queryWho has led this market?Search briefSales leaderUnited StatesTarget companiesRelevant businessMarket presenceTeam structureTalent experienceCompany contextJob responsibilitiesNext queryWho has led this market?Search briefSales leaderUnited StatesTarget companiesRelevant businessMarket presenceTeam structureTalent experienceCompany contextJob responsibilitiesNext queryWho has led this market?

F2D searches across sources for the information your search needs.

F2D searches across sources for the information your search needs.

F2D searches across sources for the information your search needs.

Information is spread across sources. F2D can search our databases, external providers, the public web and uploaded files, and can use your Browser Extension. ATS integration is planned. MiraDay lets agents investigate across sources, reducing repeated searches and tool switching.

F2D searches databases, providers, the web and files, and can use your Browser Extension. ATS integration is planned. Switch tools less often.

RecordsDocumentsPublic webTalentCompanyJobLink records · deduplicateRecordsDocumentsPublic webTalentCompanyJobLink records · deduplicateStructured recordsDocumentsPublic webLink recordsDeduplicateTalentCompanyJobStructured recordsDocumentsPublic webLink recordsDeduplicateTalentCompanyJob

F2D uses a reasoning model to find people keyword matching can miss.

F2D uses a reasoning model to find people keyword matching can miss.

F2D uses a reasoning model to find people keyword matching can miss.

F2D combines keyword retrieval with MiraDay’s own MRE reasoning Embedding model, supporting arithmetic, semantic and commonsense reasoning. Managing machine-tool distributors in Germany from 2018 to 2024, for example, may meet a requirement for 5+ years in European industrial equipment channels. This helps retrieve relevant people whose profiles use different terms.

F2D combines keywords with its own MRE model. Arithmetic, semantic and commonsense reasoning help retrieve people keyword matching can miss.

Search requirement

5+ years in European industrial equipment channels

Work history01
2018–20246 years

Managed machine-tool distributors in Germany.

Industrial equipmentChannel experienceEuropean market
MRE

Different words. Potentially relevant experience.

Plan-ReAct01PlanChoose the next query02ActSearch the source03ObserveRead what came back04ReplanUse what was learnedContinue · switch source · stopPlan-ReAct01PlanNext query02ActSearch source03ObserveRead results04ReplanAdjust queryContinue · switch source · stopPlan-ReAct01PlanNext query02ActSearch source03ObserveRead results04ReplanAdjust queryContinue · switch source · stop

F2D uses new findings to decide what to search next.

F2D uses new findings to decide what to search next.

F2D uses new findings to decide what to search next.

Companies, people and jobs found during retrieval guide the next query. F2D uses Plan-ReAct to plan, call tools, read results and adjust its next step. Contextual retrieval makes earlier findings available.

F2D uses Plan-ReAct and previous findings to adjust its next query. Spend less time planning each search and repeating background information.

Agents investigate companies, find their people and follow leads in their work histories, reducing the queries and background explanations you prepare.

Plan-ReAct01PlanChoose the next query02ActSearch the source03ObserveRead what came back04ReplanUse what was learnedContinue · switch source · stopPlan-ReAct01PlanNext query02ActSearch source03ObserveRead results04ReplanAdjust queryContinue · switch source · stopPlan-ReAct01PlanNext query02ActSearch source03ObserveRead results04ReplanAdjust queryContinue · switch source · stop

F2D queries multiple providers for more complete contact details.

F2D queries multiple providers for more complete contact details.

F2D queries multiple providers for more complete contact details.

F2D can find people’s contact details across providers, automatically choosing Waterfall for sequential queries or Fan-out for parallel queries. Pay once through MiraDay to access these provider queries. Details return to your current task, to help prepare your outreach.

F2D selects Waterfall or Fan-out contact lookups. Pay through MiraDay rather than each provider; details return to your task for follow-up.

WaterfallOne source at a timeFan-outSources in parallelSource 1Source 2Source 3Contact recordSource 1Source 2Source 3QueryMergedWaterfallSequential sourcesFan-outParallel sourcesSource 1Source 2Source 3Contact recordSource 1Source 2Source 3QueryMergedWaterfallOne source at a timeFan-outSources in parallelSource 1Source 2Source 3Source 1Source 2Source 3Contact recordMerged recordWaterfallOne source at a timeFan-outSources in parallelSource 1Source 2Source 3Source 1Source 2Source 3Contact recordCombined

F2D keeps retrieval and ranking open to inspection.

F2D keeps retrieval and ranking open to inspection.

F2D keeps retrieval and ranking open to inspection.

F2D records each hop’s plan, query, sources and results, plus ranking data and conditions. Agents continue from earlier findings; you can inspect how results formed. The records reduce repeated queries and support human oversight and compliance reviews.

F2D records queries, sources, results and ranking conditions. Continue earlier findings, inspect results and keep records for human oversight.

Retrieval recordQueryUS sales leaderSourcesCompany · jobReturnedA · B · C · DC · Ranking evidence01 US market responsibility02 Equipment salesC · Ranked first01 Relevant market experience02 Relevant company contextTo check · current scopeRetrieval recordQueryUS sales leaderSourcesCompany · jobReturnedA · B · C · DC · Ranking evidence01 US market responsibility02 Equipment salesC · Ranked first01 Relevant market experience02 Relevant company contextTo check · current scopeRetrieval recordQuery: US sales leaderSources: company · jobA · B · C · DRanking conditionsMarket responsibilityCompany backgroundDetails to checkResult and its basisRelevant experienceCompany contextScope to confirmRetrieval recordQueryUS sales leaderSourcesCompany · jobReturnedA · B · C · DRanking conditions01Market responsibility02Company background03Details to checkResult and its basis01Relevant experience02Company context03Scope to confirmRetrieval recordQueryUS sales leaderSourcesCompany · jobReturnedA · B · C · DRanking conditions01Market responsibility02Company background03Details to checkResult and its basis01Relevant experience02Company context03Scope to confirm

F2D delivers results and insights through Agentic Search.

F2D delivers results and insights through Agentic Search.

F2D delivers results and insights through Agentic Search.

Agentic Search, part of F2D, compares information, investigates further and develops insights during retrieval. MiraDay shows which requirements narrow the search and which people merit attention. Results and insights arrive together, helping you refine the brief and decide what to do next.

Agentic Search is part of F2D. Its insights help you understand restrictive requirements and relevant people, refine the brief and decide what comes next.

Explore Agentic Search