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Suurissa hankkeissa korostuvat CGI, Tietoevry ja Accenture laajan kapasiteettinsa ansiosta. Solita ja Gofore keräävät suosituksia moderniin arkkitehtuuriin, dataan ja pilvisiirtymiin.","consensus_claims":[{"text":"Yhtä kiistatonta kärkivalintaa ei ole, vaan sopivin kumppani riippuu tavoitteista ja laajuudesta.","sources":[{"engine":"google_ai_overviews","evidence_ref":"3a7ddc39-277e-4d79-8f8e-c69f25d5a276:google_ai_overviews"},{"engine":"google_ai_mode","evidence_ref":"3a7ddc39-277e-4d79-8f8e-c69f25d5a276:google_ai_mode"},{"engine":"gemini","evidence_ref":"3a7ddc39-277e-4d79-8f8e-c69f25d5a276:gemini"},{"engine":"perplexity","evidence_ref":"3a7ddc39-277e-4d79-8f8e-c69f25d5a276:perplexity"},{"engine":"copilot","evidence_ref":"3a7ddc39-277e-4d79-8f8e-c69f25d5a276:copilot"},{"engine":"claude","evidence_ref":"3a7ddc39-277e-4d79-8f8e-c69f25d5a276:claude"}]},{"text":"Suurissa hankkeissa korostuvat CGI, Tietoevry ja Accenture laajan kapasiteettinsa ansiosta.","sources":[{"engine":"chatgpt","evidence_ref":"3a7ddc39-277e-4d79-8f8e-c69f25d5a276:chatgpt"},{"engine":"google_ai_mode","evidence_ref":"3a7ddc39-277e-4d79-8f8e-c69f25d5a276:google_ai_mode"},{"engine":"gemini","evidence_ref":"3a7ddc39-277e-4d79-8f8e-c69f25d5a276:gemini"}]},{"text":"Solita ja Gofore keräävät suosituksia moderniin arkkitehtuuriin, dataan ja pilvisiirtymiin.","sources":[{"engine":"chatgpt","evidence_ref":"3a7ddc39-277e-4d79-8f8e-c69f25d5a276:chatgpt"},{"engine":"google_ai_mode","evidence_ref":"3a7ddc39-277e-4d79-8f8e-c69f25d5a276:google_ai_mode"},{"engine":"copilot","evidence_ref":"3a7ddc39-277e-4d79-8f8e-c69f25d5a276:copilot"}]}],"completed_answers":7,"owned_citation_rate":0},{"id":"f82aebad-00fc-4601-9f71-03c77b43235c","leader":null,"engines":["chatgpt","google_ai_overviews","google_ai_mode","gemini","perplexity","copilot","claude"],"outcomes":[{"rank":null,"engine":"chatgpt","status":"absent","evidence_ref":"f82aebad-00fc-4601-9f71-03c77b43235c:chatgpt"},{"rank":null,"engine":"google_ai_overviews","status":"absent","evidence_ref":"f82aebad-00fc-4601-9f71-03c77b43235c:google_ai_overviews"},{"rank":null,"engine":"google_ai_mode","status":"absent","evidence_ref":"f82aebad-00fc-4601-9f71-03c77b43235c:google_ai_mode"},{"rank":null,"engine":"gemini","status":"absent","evidence_ref":"f82aebad-00fc-4601-9f71-03c77b43235c:gemini"},{"rank":null,"engine":"perplexity","status":"absent","evidence_ref":"f82aebad-00fc-4601-9f71-03c77b43235c:perplexity"},{"rank":null,"engine":"copilot","status":"absent","evidence_ref":"f82aebad-00fc-4601-9f71-03c77b43235c:copilot"},{"rank":null,"engine":"claude","status":"absent","evidence_ref":"f82aebad-00fc-4601-9f71-03c77b43235c:claude"}],"prompt_text":"Kannattaako suuren yrityksen räätälöity ohjelmistokehitys ja data-alustan rakentaminen tehdä omalla in-house-tiimillä vai ulkoistetulla IT-konsulttikumppanilla?","prompt_type":"comparison","share_of_voice":null,"companies_named":0,"visibility_rate":0,"consensus_answer":"Suurelle yritykselle suositellaan yleisimmin hybridimallia. Siinä strateginen omistajuus, arkkitehtuuri ja liiketoimintaosaaminen pidetään omassa organisaatiossa. IT-konsulttikumppania hyödynnetään nopeuttamaan hankkeen käynnistystä, tarjoamaan puuttuvaa erikoisosaamista ja tuomaan joustavaa skaalauskapasiteettia.","consensus_claims":[{"text":"Suurelle yritykselle suositellaan yleisimmin hybridimallia. Siinä strateginen omistajuus, arkkitehtuuri ja liiketoimintaosaaminen pidetään omassa organisaatiossa.","sources":[{"engine":"chatgpt","evidence_ref":"f82aebad-00fc-4601-9f71-03c77b43235c:chatgpt"},{"engine":"google_ai_overviews","evidence_ref":"f82aebad-00fc-4601-9f71-03c77b43235c:google_ai_overviews"},{"engine":"google_ai_mode","evidence_ref":"f82aebad-00fc-4601-9f71-03c77b43235c:google_ai_mode"},{"engine":"gemini","evidence_ref":"f82aebad-00fc-4601-9f71-03c77b43235c:gemini"},{"engine":"perplexity","evidence_ref":"f82aebad-00fc-4601-9f71-03c77b43235c:perplexity"},{"engine":"copilot","evidence_ref":"f82aebad-00fc-4601-9f71-03c77b43235c:copilot"},{"engine":"claude","evidence_ref":"f82aebad-00fc-4601-9f71-03c77b43235c:claude"}]},{"text":"IT-konsulttikumppania hyödynnetään nopeuttamaan hankkeen käynnistystä, tarjoamaan puuttuvaa erikoisosaamista ja tuomaan joustavaa skaalauskapasiteettia.","sources":[{"engine":"chatgpt","evidence_ref":"f82aebad-00fc-4601-9f71-03c77b43235c:chatgpt"},{"engine":"google_ai_overviews","evidence_ref":"f82aebad-00fc-4601-9f71-03c77b43235c:google_ai_overviews"},{"engine":"google_ai_mode","evidence_ref":"f82aebad-00fc-4601-9f71-03c77b43235c:google_ai_mode"},{"engine":"gemini","evidence_ref":"f82aebad-00fc-4601-9f71-03c77b43235c:gemini"},{"engine":"copilot","evidence_ref":"f82aebad-00fc-4601-9f71-03c77b43235c:copilot"},{"engine":"claude","evidence_ref":"f82aebad-00fc-4601-9f71-03c77b43235c:claude"}]}],"completed_answers":7,"owned_citation_rate":0},{"id":"b852c3b5-198c-4c19-8be9-5e5f885575a1","leader":null,"engines":["chatgpt","google_ai_overviews","google_ai_mode","gemini","perplexity","copilot","claude"],"outcomes":[{"rank":null,"engine":"chatgpt","status":"absent","evidence_ref":"b852c3b5-198c-4c19-8be9-5e5f885575a1:chatgpt"},{"rank":null,"engine":"google_ai_overviews","status":"absent","evidence_ref":"b852c3b5-198c-4c19-8be9-5e5f885575a1:google_ai_overviews"},{"rank":null,"engine":"google_ai_mode","status":"absent","evidence_ref":"b852c3b5-198c-4c19-8be9-5e5f885575a1:google_ai_mode"},{"rank":null,"engine":"gemini","status":"absent","evidence_ref":"b852c3b5-198c-4c19-8be9-5e5f885575a1:gemini"},{"rank":null,"engine":"perplexity","status":"absent","evidence_ref":"b852c3b5-198c-4c19-8be9-5e5f885575a1:perplexity"},{"rank":null,"engine":"copilot","status":"absent","evidence_ref":"b852c3b5-198c-4c19-8be9-5e5f885575a1:copilot"},{"rank":null,"engine":"claude","status":"absent","evidence_ref":"b852c3b5-198c-4c19-8be9-5e5f885575a1:claude"}],"prompt_text":"Teollisuusyrityksen data on siiloutunut vanhoihin toiminnanohjaus- ja tuotantojärjestelmiin, eikä sitä saada hyödynnettyä analytiikassa ja tekoälyssä. Miten datan yhtenäistäminen kannattaa aloittaa?","prompt_type":"problem","share_of_voice":null,"companies_named":0,"visibility_rate":0,"consensus_answer":null,"consensus_claims":[],"completed_answers":7,"owned_citation_rate":0}],"attributes":{"role":"Chief Information Officer / Head of Digital Technology","needs":["Custom Software Development","AI & Data Consulting","IT Strategy & Technology Management","Cloud Architecture & Migration Consulting"],"industry":"Manufacturing & Industrial","seniority":"Executive","objections":["Concerns that large AI and digital transformation programs will stall in pilot stages and fail to deliver tangible ROI","Escalating hourly billing rates or retainer structures lacking transparent scoping and commitments","Risk of vendor lock-in or inadequate documentation transfer to internal teams"],"pain_points":["Corporate data is fragmented across silos, inconsistent, and not structured for enterprise AI adoption","Critical legacy systems are monolithic and difficult to interface with modern microservices and APIs","Recruiting and maintaining large in-house teams across niche and emerging tech stacks is cost-prohibitive and slow"],"buying_roles":["decision_maker","executive_sponsor"],"company_size":"Large enterprise (500+ employees)","current_tools":["Enterprise resource planning (ERP) systems","On-premise legacy data warehouses and operational databases","Hybrid cloud environments (such as AWS or Microsoft Azure)"],"buying_triggers":["Need to modernise legacy IT architecture and implement an organisation-wide IT strategy","Urgency to adopt enterprise AI and consolidate fragmented, unreliable data assets","Internal talent shortages in cloud architecture, data engineering, and modern software development"],"generation_hint":"Base this persona on 'Enterprise CIO / Head of Digital Technology'. Executive or senior technology leader responsible for strategic IT infrastructure, enterprise digital transformation, and deploying scalable software and AI systems across business units. Typical roles: Chief Information Officer (CIO), Chief Technology Officer (CTO), Head of Digital / VP of Digital Transformation. Buyer group: 'Finnish Enterprise & Industrial Corporates' (B2B, 500+ employees, 1,000+ employees). They are looking for: Custom Software Development, AI & Data Consulting, IT Strategy & Technology Management, Cloud Architecture & Migration Consulting.","jobs_to_be_done":["Define and execute a multi-year IT strategy and enterprise operating model","Consolidate fragmented corporate data sources to enable production-grade AI and automation","Architect and build bespoke software applications to digitise core business processes","Migrate legacy workloads to secure, scalable cloud infrastructure"],"approval_process":["Steering committee alignment on digital transformation strategy and business case","Joint technical review by enterprise architecture and cybersecurity teams","C-suite executive sign-off and formal board oversight for major capital expenditure","Procurement and legal review of commercial agreements, liability terms, and SLAs"],"desired_outcomes":["A unified, reliable enterprise data foundation ready for production AI agents and analytics","Scalable, cloud-native software 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löytää kokeneita senior-tason ohjelmistokehittäjiä tiimin vahvistukseksi Suomessa nopealla aikataululla?","prompt_type":"direct","share_of_voice":0,"companies_named":25,"visibility_rate":0,"consensus_answer":null,"consensus_claims":[],"completed_answers":7,"owned_citation_rate":0},{"id":"495dbce1-9a61-4537-a2a2-3ac0e1e176c8","leader":{"is_self":false,"apex_domain":"datastorm.fi","canonical_name":"Datastorm"},"engines":["chatgpt","google_ai_overviews","google_ai_mode","gemini","perplexity","copilot","claude"],"outcomes":[{"rank":null,"engine":"chatgpt","status":"absent","evidence_ref":"495dbce1-9a61-4537-a2a2-3ac0e1e176c8:chatgpt"},{"rank":null,"engine":"google_ai_overviews","status":"absent","evidence_ref":"495dbce1-9a61-4537-a2a2-3ac0e1e176c8:google_ai_overviews"},{"rank":null,"engine":"google_ai_mode","status":"absent","evidence_ref":"495dbce1-9a61-4537-a2a2-3ac0e1e176c8:google_ai_mode"},{"rank":null,"engine":"gemini","status":"absent","evidence_ref":"495dbce1-9a61-4537-a2a2-3ac0e1e176c8:gemini"},{"rank":null,"engine":"perplexity","status":"absent","evidence_ref":"495dbce1-9a61-4537-a2a2-3ac0e1e176c8:perplexity"},{"rank":null,"engine":"copilot","status":"absent","evidence_ref":"495dbce1-9a61-4537-a2a2-3ac0e1e176c8:copilot"},{"rank":null,"engine":"claude","status":"absent","evidence_ref":"495dbce1-9a61-4537-a2a2-3ac0e1e176c8:claude"}],"prompt_text":"Millaisia räätälöidyn ohjelmistokehityksen ja digituotekehityksen kumppaneita Suomessa on tarjolla kasvuyrityksille?","prompt_type":"discovery","share_of_voice":0,"companies_named":49,"visibility_rate":0,"consensus_answer":"Suomessa toimii strategisia digituotetoimistoja, kuten Futurice ja Reaktor, jotka yhdistävät palvelumuotoilua ja vaativaa ohjelmistokehitystä. Ketterät kumppanit, kuten Codemate ja Sofokus, auttavat usein MVP-tuotteen rakentamisessa ja tiimien vahvistamisessa. Skaalausvaiheen suuriin järjestelmiin ja integraatioihin on tarjolla laajempia IT-konsulttitaloja, kuten Digia.","consensus_claims":[{"text":"Suomessa toimii strategisia digituotetoimistoja, kuten Futurice ja Reaktor, jotka yhdistävät palvelumuotoilua ja vaativaa ohjelmistokehitystä.","sources":[{"engine":"chatgpt","evidence_ref":"495dbce1-9a61-4537-a2a2-3ac0e1e176c8:chatgpt"},{"engine":"google_ai_overviews","evidence_ref":"495dbce1-9a61-4537-a2a2-3ac0e1e176c8:google_ai_overviews"},{"engine":"copilot","evidence_ref":"495dbce1-9a61-4537-a2a2-3ac0e1e176c8:copilot"}]},{"text":"Ketterät kumppanit, kuten Codemate ja Sofokus, auttavat usein MVP-tuotteen rakentamisessa ja tiimien vahvistamisessa.","sources":[{"engine":"chatgpt","evidence_ref":"495dbce1-9a61-4537-a2a2-3ac0e1e176c8:chatgpt"},{"engine":"google_ai_mode","evidence_ref":"495dbce1-9a61-4537-a2a2-3ac0e1e176c8:google_ai_mode"}]},{"text":"Skaalausvaiheen suuriin järjestelmiin ja integraatioihin on tarjolla laajempia IT-konsulttitaloja, kuten Digia.","sources":[{"engine":"google_ai_overviews","evidence_ref":"495dbce1-9a61-4537-a2a2-3ac0e1e176c8:google_ai_overviews"},{"engine":"google_ai_mode","evidence_ref":"495dbce1-9a61-4537-a2a2-3ac0e1e176c8:google_ai_mode"}]}],"completed_answers":7,"owned_citation_rate":0},{"id":"96c1b64c-22c4-4fe4-8b37-d0f12b7040df","leader":{"is_self":false,"apex_domain":"vincit.com","canonical_name":"Vincit"},"engines":["chatgpt","google_ai_overviews","google_ai_mode","gemini","perplexity","copilot","claude"],"outcomes":[{"rank":null,"engine":"chatgpt","status":"absent","evidence_ref":"96c1b64c-22c4-4fe4-8b37-d0f12b7040df:chatgpt"},{"rank":null,"engine":"google_ai_overviews","status":"absent","evidence_ref":"96c1b64c-22c4-4fe4-8b37-d0f12b7040df:google_ai_overviews"},{"rank":null,"engine":"google_ai_mode","status":"absent","evidence_ref":"96c1b64c-22c4-4fe4-8b37-d0f12b7040df:google_ai_mode"},{"rank":null,"engine":"gemini","status":"absent","evidence_ref":"96c1b64c-22c4-4fe4-8b37-d0f12b7040df:gemini"},{"rank":null,"engine":"perplexity","status":"absent","evidence_ref":"96c1b64c-22c4-4fe4-8b37-d0f12b7040df:perplexity"},{"rank":null,"engine":"copilot","status":"absent","evidence_ref":"96c1b64c-22c4-4fe4-8b37-d0f12b7040df:copilot"},{"rank":null,"engine":"claude","status":"absent","evidence_ref":"96c1b64c-22c4-4fe4-8b37-d0f12b7040df:claude"}],"prompt_text":"Mikä ohjelmistokehitystalo Suomessa sopii parhaiten nopeasti kasvavan digipalvelun web- ja mobiilisovelluksen rakentamiseen?","prompt_type":"recommendation","share_of_voice":0,"companies_named":22,"visibility_rate":0,"consensus_answer":null,"consensus_claims":[],"completed_answers":7,"owned_citation_rate":0},{"id":"9ae5342f-0c48-4a60-9172-75d45bb50fb2","leader":{"is_self":false,"apex_domain":"metatavu.fi","canonical_name":"Metatavu"},"engines":["chatgpt","google_ai_overviews","google_ai_mode","gemini","perplexity","copilot","claude"],"outcomes":[{"rank":null,"engine":"chatgpt","status":"absent","evidence_ref":"9ae5342f-0c48-4a60-9172-75d45bb50fb2:chatgpt"},{"rank":null,"engine":"google_ai_overviews","status":"absent","evidence_ref":"9ae5342f-0c48-4a60-9172-75d45bb50fb2:google_ai_overviews"},{"rank":null,"engine":"google_ai_mode","status":"absent","evidence_ref":"9ae5342f-0c48-4a60-9172-75d45bb50fb2:google_ai_mode"},{"rank":null,"engine":"gemini","status":"absent","evidence_ref":"9ae5342f-0c48-4a60-9172-75d45bb50fb2:gemini"},{"rank":null,"engine":"perplexity","status":"absent","evidence_ref":"9ae5342f-0c48-4a60-9172-75d45bb50fb2:perplexity"},{"rank":null,"engine":"copilot","status":"absent","evidence_ref":"9ae5342f-0c48-4a60-9172-75d45bb50fb2:copilot"},{"rank":null,"engine":"claude","status":"absent","evidence_ref":"9ae5342f-0c48-4a60-9172-75d45bb50fb2:claude"}],"prompt_text":"Kannattaako uuden SaaS-tuotteen kehitykseen palkata oma in-house tiimi vai käyttää ulkoista ohjelmistokehityskumppania?","prompt_type":"comparison","share_of_voice":0,"companies_named":2,"visibility_rate":0,"consensus_answer":"Ulkoinen kumppani sopii erityisesti alkuvaiheen MVP-testaukseen ja nopeaan markkinoille tuloon. Suositeltava hybridimalli yhdistää ulkoisen tiimin ja oman yrityksen teknisen johdon tai tuoteomistajan. Oma in-house-tiimi kannattaa koota pitkän aikavälin jatkokehitykseen, kun liiketoiminta on validoitu.","consensus_claims":[{"text":"Ulkoinen kumppani sopii erityisesti alkuvaiheen MVP-testaukseen ja nopeaan markkinoille tuloon.","sources":[{"engine":"google_ai_overviews","evidence_ref":"9ae5342f-0c48-4a60-9172-75d45bb50fb2:google_ai_overviews"},{"engine":"google_ai_mode","evidence_ref":"9ae5342f-0c48-4a60-9172-75d45bb50fb2:google_ai_mode"},{"engine":"copilot","evidence_ref":"9ae5342f-0c48-4a60-9172-75d45bb50fb2:copilot"}]},{"text":"Suositeltava hybridimalli yhdistää ulkoisen tiimin ja oman yrityksen teknisen johdon tai tuoteomistajan.","sources":[{"engine":"chatgpt","evidence_ref":"9ae5342f-0c48-4a60-9172-75d45bb50fb2:chatgpt"},{"engine":"perplexity","evidence_ref":"9ae5342f-0c48-4a60-9172-75d45bb50fb2:perplexity"},{"engine":"copilot","evidence_ref":"9ae5342f-0c48-4a60-9172-75d45bb50fb2:copilot"}]},{"text":"Oma in-house-tiimi kannattaa koota pitkän aikavälin jatkokehitykseen, kun liiketoiminta on validoitu.","sources":[{"engine":"chatgpt","evidence_ref":"9ae5342f-0c48-4a60-9172-75d45bb50fb2:chatgpt"},{"engine":"google_ai_overviews","evidence_ref":"9ae5342f-0c48-4a60-9172-75d45bb50fb2:google_ai_overviews"},{"engine":"claude","evidence_ref":"9ae5342f-0c48-4a60-9172-75d45bb50fb2:claude"}]}],"completed_answers":7,"owned_citation_rate":0},{"id":"212d839a-e79b-4838-b217-1e656a44c127","leader":null,"engines":["chatgpt","google_ai_overviews","google_ai_mode","gemini","perplexity","copilot","claude"],"outcomes":[{"rank":null,"engine":"chatgpt","status":"absent","evidence_ref":"212d839a-e79b-4838-b217-1e656a44c127:chatgpt"},{"rank":null,"engine":"google_ai_overviews","status":"absent","evidence_ref":"212d839a-e79b-4838-b217-1e656a44c127:google_ai_overviews"},{"rank":null,"engine":"google_ai_mode","status":"absent","evidence_ref":"212d839a-e79b-4838-b217-1e656a44c127:google_ai_mode"},{"rank":null,"engine":"gemini","status":"absent","evidence_ref":"212d839a-e79b-4838-b217-1e656a44c127:gemini"},{"rank":null,"engine":"perplexity","status":"absent","evidence_ref":"212d839a-e79b-4838-b217-1e656a44c127:perplexity"},{"rank":null,"engine":"copilot","status":"absent","evidence_ref":"212d839a-e79b-4838-b217-1e656a44c127:copilot"},{"rank":null,"engine":"claude","status":"absent","evidence_ref":"212d839a-e79b-4838-b217-1e656a44c127:claude"}],"prompt_text":"Tuotekehityksen roadmap viivästyy ja omat kehittäjät ovat ylikuormitettuja, miten kehitysvauhtia voi nopeuttaa luotettavasti?","prompt_type":"problem","share_of_voice":null,"companies_named":0,"visibility_rate":0,"consensus_answer":"Kehitystä voi nopeuttaa ensisijaisesti karsimalla ja priorisoimalla roadmapia vain kriittisimpiin ominaisuuksiin sekä rajoittamalla samanaikaisen keskeneräisen työn määrää. Lisäkapasiteettia suositellaan hankkimaan ulkoistamalla tarkasti rajattuja kokonaisuuksia tai hyödyntämällä kokeneita konsultteja, jotta omien kehittäjien perehdytystaakka pysyy pienenä.","consensus_claims":[{"text":"Kehitystä voi nopeuttaa ensisijaisesti karsimalla ja priorisoimalla roadmapia vain kriittisimpiin ominaisuuksiin sekä rajoittamalla samanaikaisen keskeneräisen työn määrää.","sources":[{"engine":"claude","evidence_ref":"212d839a-e79b-4838-b217-1e656a44c127:claude"},{"engine":"copilot","evidence_ref":"212d839a-e79b-4838-b217-1e656a44c127:copilot"},{"engine":"gemini","evidence_ref":"212d839a-e79b-4838-b217-1e656a44c127:gemini"},{"engine":"google_ai_mode","evidence_ref":"212d839a-e79b-4838-b217-1e656a44c127:google_ai_mode"},{"engine":"google_ai_overviews","evidence_ref":"212d839a-e79b-4838-b217-1e656a44c127:google_ai_overviews"}]},{"text":"Lisäkapasiteettia suositellaan hankkimaan ulkoistamalla tarkasti rajattuja kokonaisuuksia tai hyödyntämällä kokeneita konsultteja, jotta omien kehittäjien perehdytystaakka pysyy pienenä.","sources":[{"engine":"chatgpt","evidence_ref":"212d839a-e79b-4838-b217-1e656a44c127:chatgpt"},{"engine":"copilot","evidence_ref":"212d839a-e79b-4838-b217-1e656a44c127:copilot"},{"engine":"gemini","evidence_ref":"212d839a-e79b-4838-b217-1e656a44c127:gemini"},{"engine":"google_ai_overviews","evidence_ref":"212d839a-e79b-4838-b217-1e656a44c127:google_ai_overviews"}]}],"completed_answers":7,"owned_citation_rate":0}],"attributes":{"role":"Head of Product / Engineering Lead","needs":["Custom Software Development","Discovery & Scoping Sprints","Software Developer Subcontracting & Team Augmentation"],"industry":"Digital Services & SaaS","seniority":"Mid-to-Senior Management","objections":["Unpredictable project budgets and escalating costs on time-and-materials engagements","Vendor lock-in caused by proprietary frameworks or poor technical documentation","Lengthy onboarding periods that disrupt existing sprint velocity"],"pain_points":["Severe local shortages and prolonged hiring cycles for qualified senior software engineers in Finland","Tension between tight commercial delivery deadlines and maintaining code quality and UX standards","Internal engineering bandwidth stretched across bug fixes, maintenance, and new initiatives"],"buying_roles":["decision_maker","technical_evaluator"],"company_size":"10–250 employees","current_tools":["Agile project management platforms","Git repositories and CI/CD pipelines","Modern cloud platforms and containerised environments"],"buying_triggers":["Urgent requirement to launch a new digital product or web application to capture market share","Critical capacity bottlenecks on existing product roadmaps due to internal recruitment lags","Need for rapid technical discovery and scoping before committing capital to full builds"],"generation_hint":"Base this persona on 'Product Owner / Software Engineering Lead'. Product or engineering decision-maker seeking external software development partners or developer teams to build, iterate, and deploy reliable digital products. Typical roles: Product Owner, Head of Product, Lead Developer / Engineering Manager. Buyer group: 'SMEs & Fast-Growing Digital Scaleups' (B2B, 10–250 employees). They are looking for: Custom Software Development, Discovery & Scoping Sprints, Software Developer Subcontracting & Team Augmentation.","jobs_to_be_done":["Run discovery and scoping sprints to de-risk architecture and timeline estimates","Augment existing engineering squads with senior developers to hit release milestones","Design and build custom web and mobile applications ready for production scale"],"desired_outcomes":["Accelerated time-to-market for strategic digital product features","Clean, well-documented, and maintainable software architecture","Seamless integration of subcontracted engineers into existing agile ceremonies"],"responsibilities":["Managing product backlog, technical roadmaps, and delivery schedules","Ensuring software quality, architectural integrity, and developer productivity","Vetting and managing external technical partners and subcontracted contributors"],"success_measures":["On-schedule feature delivery aligned with planned sprint velocity","Code quality, test coverage, and smooth handover into production","Budget adherence against projected development estimates"],"decision_criteria":["Demonstrable technical proficiency in modern development frameworks and cloud platforms","Transparent pricing structures with predictable estimates rather than uncontrolled hourly billing","Communication quality, agile workflow compatibility, and collaborative ways of working","Speed of onboarding and access to senior specialist talent"],"organization_type":"private_company","alternatives_considered":["Directly hiring permanent in-house senior engineers","Contracting independent freelance developers","Engaging lower-cost offshore outsourcing agencies","Postponing roadmap features to develop minimal versions in-house"]},"description":"Product and engineering leaders at growing tech scaleups and mid-sized digital businesses who need flexible, senior external development capacity to build, iterate, and deliver software products without delays.","customer_type":"business","share_of_voice":0,"visibility_rate":0,"attribute_schema":"persona.business.v2","completed_answers":35,"owned_citation_rate":0},{"id":"e516623e-6dce-4a19-9743-6351707adb35","title":"Public Agency Technology Directors","market":"FI","prompts":[{"id":"2a465c13-95f1-47e8-bf49-f72fd663e489","leader":{"is_self":false,"apex_domain":"solita.fi","canonical_name":"Solita"},"engines":["chatgpt","google_ai_overviews","google_ai_mode","gemini","perplexity","copilot","claude"],"outcomes":[{"rank":null,"engine":"chatgpt","status":"absent","evidence_ref":"2a465c13-95f1-47e8-bf49-f72fd663e489:chatgpt"},{"rank":null,"engine":"google_ai_overviews","status":"absent","evidence_ref":"2a465c13-95f1-47e8-bf49-f72fd663e489:google_ai_overviews"},{"rank":null,"engine":"google_ai_mode","status":"absent","evidence_ref":"2a465c13-95f1-47e8-bf49-f72fd663e489:google_ai_mode"},{"rank":null,"engine":"gemini","status":"absent","evidence_ref":"2a465c13-95f1-47e8-bf49-f72fd663e489:gemini"},{"rank":null,"engine":"perplexity","status":"absent","evidence_ref":"2a465c13-95f1-47e8-bf49-f72fd663e489:perplexity"},{"rank":null,"engine":"copilot","status":"absent","evidence_ref":"2a465c13-95f1-47e8-bf49-f72fd663e489:copilot"},{"rank":null,"engine":"claude","status":"absent","evidence_ref":"2a465c13-95f1-47e8-bf49-f72fd663e489:claude"}],"prompt_text":"Etsimme kokenutta IT-konsulttia julkishallinnon data-arkkitehtuurin ja tekoälytiekartan suunnitteluun Suomessa. Mistä löydän sopivia kumppaneita?","prompt_type":"direct","share_of_voice":0,"companies_named":32,"visibility_rate":0,"consensus_answer":"Julkishallinnon kumppaneita voi kilpailuttaa Hanselin IT-konsultoinnin dynaamisen hankintajärjestelmän kautta. Kokeneiksi toimijoiksi tekoäly- ja data-arkkitehtuurihankkeissa suositellaan muun muassa Solitaa ja Goforea. Toimittajia voi kartoittaa myös ite wikin yrityshakemistosta tai Hilman markkinavuoropuhelulla.","consensus_claims":[{"text":"Julkishallinnon kumppaneita voi kilpailuttaa Hanselin IT-konsultoinnin dynaamisen hankintajärjestelmän kautta.","sources":[{"engine":"google_ai_overviews","evidence_ref":"2a465c13-95f1-47e8-bf49-f72fd663e489:google_ai_overviews"},{"engine":"google_ai_mode","evidence_ref":"2a465c13-95f1-47e8-bf49-f72fd663e489:google_ai_mode"},{"engine":"claude","evidence_ref":"2a465c13-95f1-47e8-bf49-f72fd663e489:claude"}]},{"text":"Kokeneiksi toimijoiksi tekoäly- ja data-arkkitehtuurihankkeissa suositellaan muun muassa Solitaa ja Goforea.","sources":[{"engine":"chatgpt","evidence_ref":"2a465c13-95f1-47e8-bf49-f72fd663e489:chatgpt"},{"engine":"copilot","evidence_ref":"2a465c13-95f1-47e8-bf49-f72fd663e489:copilot"}]},{"text":"Toimittajia voi kartoittaa myös ite wikin yrityshakemistosta tai Hilman markkinavuoropuhelulla.","sources":[{"engine":"perplexity","evidence_ref":"2a465c13-95f1-47e8-bf49-f72fd663e489:perplexity"},{"engine":"gemini","evidence_ref":"2a465c13-95f1-47e8-bf49-f72fd663e489:gemini"}]}],"completed_answers":7,"owned_citation_rate":0},{"id":"a91ec923-08ec-4dc0-a7cd-ca4268c65e08","leader":{"is_self":false,"apex_domain":"kpmg.com","canonical_name":"KPMG"},"engines":["chatgpt","google_ai_overviews","google_ai_mode","gemini","perplexity","copilot","claude"],"outcomes":[{"rank":null,"engine":"chatgpt","status":"absent","evidence_ref":"a91ec923-08ec-4dc0-a7cd-ca4268c65e08:chatgpt"},{"rank":null,"engine":"google_ai_overviews","status":"absent","evidence_ref":"a91ec923-08ec-4dc0-a7cd-ca4268c65e08:google_ai_overviews"},{"rank":null,"engine":"google_ai_mode","status":"absent","evidence_ref":"a91ec923-08ec-4dc0-a7cd-ca4268c65e08:google_ai_mode"},{"rank":null,"engine":"gemini","status":"absent","evidence_ref":"a91ec923-08ec-4dc0-a7cd-ca4268c65e08:gemini"},{"rank":null,"engine":"perplexity","status":"absent","evidence_ref":"a91ec923-08ec-4dc0-a7cd-ca4268c65e08:perplexity"},{"rank":null,"engine":"copilot","status":"absent","evidence_ref":"a91ec923-08ec-4dc0-a7cd-ca4268c65e08:copilot"},{"rank":null,"engine":"claude","status":"absent","evidence_ref":"a91ec923-08ec-4dc0-a7cd-ca4268c65e08:claude"}],"prompt_text":"Minkälaisia data- ja tekoälykonsultointipalveluita on tarjolla julkisen sektorin organisaatioille Suomessa?","prompt_type":"discovery","share_of_voice":0,"companies_named":31,"visibility_rate":0,"consensus_answer":"Julkiselle sektorille tarjotaan data- ja tekoälystrategioita, kypsyysarviointeja sekä tiekarttojen ja käyttötapausten määrittelyä. Konsultointi kattaa pilvipohjaisten data-alustojen rakentamisen sekä tiedolla johtamisen ja analytiikan kehittämisen. Tarjolla on myös tukea vastuullisuuteen, ennakoiviin hallintamalleihin sekä EU:n tekoälyasetuksen ja GDPR:n noudattamiseen.","consensus_claims":[{"text":"Julkiselle sektorille tarjotaan data- ja tekoälystrategioita, kypsyysarviointeja sekä tiekarttojen ja käyttötapausten määrittelyä.","sources":[{"engine":"chatgpt","evidence_ref":"a91ec923-08ec-4dc0-a7cd-ca4268c65e08:chatgpt"},{"engine":"google_ai_mode","evidence_ref":"a91ec923-08ec-4dc0-a7cd-ca4268c65e08:google_ai_mode"},{"engine":"gemini","evidence_ref":"a91ec923-08ec-4dc0-a7cd-ca4268c65e08:gemini"}]},{"text":"Konsultointi kattaa pilvipohjaisten data-alustojen rakentamisen sekä tiedolla johtamisen ja analytiikan kehittämisen.","sources":[{"engine":"google_ai_overviews","evidence_ref":"a91ec923-08ec-4dc0-a7cd-ca4268c65e08:google_ai_overviews"},{"engine":"google_ai_mode","evidence_ref":"a91ec923-08ec-4dc0-a7cd-ca4268c65e08:google_ai_mode"},{"engine":"copilot","evidence_ref":"a91ec923-08ec-4dc0-a7cd-ca4268c65e08:copilot"}]},{"text":"Tarjolla on myös tukea vastuullisuuteen, ennakoiviin hallintamalleihin sekä EU:n tekoälyasetuksen ja GDPR:n noudattamiseen.","sources":[{"engine":"gemini","evidence_ref":"a91ec923-08ec-4dc0-a7cd-ca4268c65e08:gemini"},{"engine":"perplexity","evidence_ref":"a91ec923-08ec-4dc0-a7cd-ca4268c65e08:perplexity"}]}],"completed_answers":7,"owned_citation_rate":0},{"id":"cb7c638c-3540-4846-9b3c-4092d863586b","leader":{"is_self":false,"apex_domain":"cgi.com","canonical_name":"CGI"},"engines":["chatgpt","google_ai_overviews","google_ai_mode","gemini","perplexity","copilot","claude"],"outcomes":[{"rank":null,"engine":"chatgpt","status":"absent","evidence_ref":"cb7c638c-3540-4846-9b3c-4092d863586b:chatgpt"},{"rank":null,"engine":"google_ai_overviews","status":"absent","evidence_ref":"cb7c638c-3540-4846-9b3c-4092d863586b:google_ai_overviews"},{"rank":null,"engine":"google_ai_mode","status":"absent","evidence_ref":"cb7c638c-3540-4846-9b3c-4092d863586b:google_ai_mode"},{"rank":null,"engine":"gemini","status":"absent","evidence_ref":"cb7c638c-3540-4846-9b3c-4092d863586b:gemini"},{"rank":null,"engine":"perplexity","status":"absent","evidence_ref":"cb7c638c-3540-4846-9b3c-4092d863586b:perplexity"},{"rank":null,"engine":"copilot","status":"absent","evidence_ref":"cb7c638c-3540-4846-9b3c-4092d863586b:copilot"},{"rank":null,"engine":"claude","status":"absent","evidence_ref":"cb7c638c-3540-4846-9b3c-4092d863586b:claude"}],"prompt_text":"Mikä IT-konsulttiyritys kannattaa valita valtionhallinnon viraston data-arkkitehtuurin uudistamiseen ja EU:n tekoälyasetuksen mukaisen hallintamallin luomiseen?","prompt_type":"recommendation","share_of_voice":0,"companies_named":19,"visibility_rate":0,"consensus_answer":"Yhtä ainoaa parasta yritystä ei voi suoraan nimetä, vaan kumppani kannattaa valita kilpailuttamalla tarpeiden mukaan. Julkisella sektorilla vahvoiksi vaihtoehdoiksi nostetaan usein Solita, Gofore ja CGI. Hankinta toteutetaan valtionhallinnossa tyypillisesti Hanselin IT-konsultoinnin dynaamisen hankintajärjestelmän kautta.","consensus_claims":[{"text":"Yhtä ainoaa parasta yritystä ei voi suoraan nimetä, vaan kumppani kannattaa valita kilpailuttamalla tarpeiden mukaan.","sources":[{"engine":"chatgpt","evidence_ref":"cb7c638c-3540-4846-9b3c-4092d863586b:chatgpt"},{"engine":"google_ai_mode","evidence_ref":"cb7c638c-3540-4846-9b3c-4092d863586b:google_ai_mode"},{"engine":"gemini","evidence_ref":"cb7c638c-3540-4846-9b3c-4092d863586b:gemini"},{"engine":"perplexity","evidence_ref":"cb7c638c-3540-4846-9b3c-4092d863586b:perplexity"},{"engine":"claude","evidence_ref":"cb7c638c-3540-4846-9b3c-4092d863586b:claude"}]},{"text":"Julkisella sektorilla vahvoiksi vaihtoehdoiksi nostetaan usein Solita, Gofore ja CGI.","sources":[{"engine":"chatgpt","evidence_ref":"cb7c638c-3540-4846-9b3c-4092d863586b:chatgpt"},{"engine":"google_ai_overviews","evidence_ref":"cb7c638c-3540-4846-9b3c-4092d863586b:google_ai_overviews"},{"engine":"google_ai_mode","evidence_ref":"cb7c638c-3540-4846-9b3c-4092d863586b:google_ai_mode"},{"engine":"copilot","evidence_ref":"cb7c638c-3540-4846-9b3c-4092d863586b:copilot"}]},{"text":"Hankinta toteutetaan valtionhallinnossa tyypillisesti Hanselin IT-konsultoinnin dynaamisen hankintajärjestelmän kautta.","sources":[{"engine":"google_ai_overviews","evidence_ref":"cb7c638c-3540-4846-9b3c-4092d863586b:google_ai_overviews"},{"engine":"google_ai_mode","evidence_ref":"cb7c638c-3540-4846-9b3c-4092d863586b:google_ai_mode"}]}],"completed_answers":7,"owned_citation_rate":0},{"id":"b4d05c11-89f4-4f6b-ae0f-9c3534e10b6f","leader":null,"engines":["chatgpt","google_ai_overviews","google_ai_mode","gemini","perplexity","copilot","claude"],"outcomes":[{"rank":null,"engine":"chatgpt","status":"absent","evidence_ref":"b4d05c11-89f4-4f6b-ae0f-9c3534e10b6f:chatgpt"},{"rank":null,"engine":"google_ai_overviews","status":"absent","evidence_ref":"b4d05c11-89f4-4f6b-ae0f-9c3534e10b6f:google_ai_overviews"},{"rank":null,"engine":"google_ai_mode","status":"absent","evidence_ref":"b4d05c11-89f4-4f6b-ae0f-9c3534e10b6f:google_ai_mode"},{"rank":null,"engine":"gemini","status":"failed","evidence_ref":null},{"rank":null,"engine":"perplexity","status":"absent","evidence_ref":"b4d05c11-89f4-4f6b-ae0f-9c3534e10b6f:perplexity"},{"rank":null,"engine":"copilot","status":"absent","evidence_ref":"b4d05c11-89f4-4f6b-ae0f-9c3534e10b6f:copilot"},{"rank":null,"engine":"claude","status":"absent","evidence_ref":"b4d05c11-89f4-4f6b-ae0f-9c3534e10b6f:claude"}],"prompt_text":"Kannattaako viraston data- ja tekoälykehitys rakentaa omalla sisäisellä tiimillä vai hankkia ulkoisena IT-konsultointina?","prompt_type":"comparison","share_of_voice":null,"companies_named":0,"visibility_rate":0,"consensus_answer":"Virastoille suositellaan yleisimmin hybridimallia, jossa strateginen ydinosaaminen, arkkitehtuuri ja päätösvalta pidetään omalla sisäisellä tiimillä. Ulkoista IT-konsultointia kannattaa hyödyntää täydentämään osaamista määräaikaisissa hankkeissa, kapasiteettipiikeissä tai erityisosaamisen tarpeessa.","consensus_claims":[{"text":"Virastoille suositellaan yleisimmin hybridimallia, jossa strateginen ydinosaaminen, arkkitehtuuri ja päätösvalta pidetään omalla sisäisellä tiimillä.","sources":[{"engine":"chatgpt","evidence_ref":"b4d05c11-89f4-4f6b-ae0f-9c3534e10b6f:chatgpt"},{"engine":"google_ai_overviews","evidence_ref":"b4d05c11-89f4-4f6b-ae0f-9c3534e10b6f:google_ai_overviews"},{"engine":"google_ai_mode","evidence_ref":"b4d05c11-89f4-4f6b-ae0f-9c3534e10b6f:google_ai_mode"},{"engine":"perplexity","evidence_ref":"b4d05c11-89f4-4f6b-ae0f-9c3534e10b6f:perplexity"},{"engine":"copilot","evidence_ref":"b4d05c11-89f4-4f6b-ae0f-9c3534e10b6f:copilot"},{"engine":"claude","evidence_ref":"b4d05c11-89f4-4f6b-ae0f-9c3534e10b6f:claude"}]},{"text":"Ulkoista IT-konsultointia kannattaa hyödyntää täydentämään osaamista määräaikaisissa hankkeissa, kapasiteettipiikeissä tai erityisosaamisen tarpeessa.","sources":[{"engine":"chatgpt","evidence_ref":"b4d05c11-89f4-4f6b-ae0f-9c3534e10b6f:chatgpt"},{"engine":"google_ai_overviews","evidence_ref":"b4d05c11-89f4-4f6b-ae0f-9c3534e10b6f:google_ai_overviews"},{"engine":"copilot","evidence_ref":"b4d05c11-89f4-4f6b-ae0f-9c3534e10b6f:copilot"},{"engine":"claude","evidence_ref":"b4d05c11-89f4-4f6b-ae0f-9c3534e10b6f:claude"}]}],"completed_answers":6,"owned_citation_rate":0},{"id":"d64dc74e-0372-45d6-a4e7-45decbfd3acf","leader":{"is_self":false,"apex_domain":"gofore.com","canonical_name":"Gofore"},"engines":["chatgpt","google_ai_overviews","google_ai_mode","gemini","perplexity","copilot","claude"],"outcomes":[{"rank":null,"engine":"chatgpt","status":"absent","evidence_ref":"d64dc74e-0372-45d6-a4e7-45decbfd3acf:chatgpt"},{"rank":null,"engine":"google_ai_overviews","status":"absent","evidence_ref":"d64dc74e-0372-45d6-a4e7-45decbfd3acf:google_ai_overviews"},{"rank":null,"engine":"google_ai_mode","status":"absent","evidence_ref":"d64dc74e-0372-45d6-a4e7-45decbfd3acf:google_ai_mode"},{"rank":null,"engine":"gemini","status":"absent","evidence_ref":"d64dc74e-0372-45d6-a4e7-45decbfd3acf:gemini"},{"rank":null,"engine":"perplexity","status":"absent","evidence_ref":"d64dc74e-0372-45d6-a4e7-45decbfd3acf:perplexity"},{"rank":null,"engine":"copilot","status":"absent","evidence_ref":"d64dc74e-0372-45d6-a4e7-45decbfd3acf:copilot"},{"rank":null,"engine":"claude","status":"absent","evidence_ref":"d64dc74e-0372-45d6-a4e7-45decbfd3acf:claude"}],"prompt_text":"Virastomme data on siiloutunut vanhoihin legacy-järjestelmiin, mikä estää prosessien automatisoinnin ja tekoälyn hyödyntämisen. Miten tietovarastojen modernisointi kannattaa aloittaa ja kuka voisi auttaa?","prompt_type":"problem","share_of_voice":0,"companies_named":22,"visibility_rate":0,"consensus_answer":"Modernisointi kannattaa aloittaa vaiheittain ja käyttötapauslähtöisesti eikä korvaamalla heti kaikkia vanhoja järjestelmiä. Ensin kartoitetaan nykytila, kuten olemassa olevat legacy-järjestelmät, rajapinnat ja kriittiset datavarannot. Apua saa kilpailuttamalla kumppaneita Hanselin kautta sekä hyödyntämällä Valtorin palveluita.","consensus_claims":[{"text":"Modernisointi kannattaa aloittaa vaiheittain ja käyttötapauslähtöisesti eikä korvaamalla heti kaikkia vanhoja järjestelmiä.","sources":[{"engine":"chatgpt","evidence_ref":"d64dc74e-0372-45d6-a4e7-45decbfd3acf:chatgpt"},{"engine":"google_ai_overviews","evidence_ref":"d64dc74e-0372-45d6-a4e7-45decbfd3acf:google_ai_overviews"},{"engine":"perplexity","evidence_ref":"d64dc74e-0372-45d6-a4e7-45decbfd3acf:perplexity"},{"engine":"copilot","evidence_ref":"d64dc74e-0372-45d6-a4e7-45decbfd3acf:copilot"}]},{"text":"Ensin kartoitetaan nykytila, kuten olemassa olevat legacy-järjestelmät, rajapinnat ja kriittiset datavarannot.","sources":[{"engine":"chatgpt","evidence_ref":"d64dc74e-0372-45d6-a4e7-45decbfd3acf:chatgpt"},{"engine":"google_ai_mode","evidence_ref":"d64dc74e-0372-45d6-a4e7-45decbfd3acf:google_ai_mode"},{"engine":"claude","evidence_ref":"d64dc74e-0372-45d6-a4e7-45decbfd3acf:claude"}]},{"text":"Apua saa kilpailuttamalla kumppaneita Hanselin kautta sekä hyödyntämällä Valtorin palveluita.","sources":[{"engine":"google_ai_overviews","evidence_ref":"d64dc74e-0372-45d6-a4e7-45decbfd3acf:google_ai_overviews"}]}],"completed_answers":7,"owned_citation_rate":0}],"attributes":{"role":"Chief Information Officer (CIO)","needs":["Strategic AI and data consulting to assess readiness and define governance","Data engineering and pipeline architecture to resolve data fragmentation","Advisory on model validation, compliance, and responsible AI practices in government"],"industry":"Public Administration & Social Insurance","seniority":"Executive","objections":["Risk that complex AI consulting engagements fail to deliver measurable public value beyond initial pilots","Concerns over escalating consulting fees or opaque scope definitions under public budget constraints","Fears of vendor lock-in or insufficient technical handover to agency personnel"],"pain_points":["Agency data is scattered across legacy systems, inhibiting AI implementation","Shortage of specialised in-house data engineering and machine learning talent in the civil service","Rigid public procurement regulations making it difficult to contract agile technical specialists rapidly"],"buying_roles":["decision_maker","executive_sponsor"],"company_size":"500+ employees (national agency level)","current_tools":["Legacy public records management and case-handling platforms","On-premises data warehouses and siloed SQL databases","Basic business intelligence and static reporting software"],"buying_triggers":["Government mandates and institutional directives to improve public service efficiency through automation","Growing backlogs in public application processing and citizen service inquiries","Pressure to consolidate fragmented legacy data repositories into secure, modern AI-ready foundations"],"generation_hint":"Base this persona on a buyer from 'Public Sector Agencies & National Institutions' (public_sector, Public sector organisations (national and municipal)). They are looking for: AI & Data Consulting.","jobs_to_be_done":["Formulate an actionable AI roadmap and data governance model tailored to public sector mandates","Modernise legacy data architectures to enable automated data processing and advanced analytics","Select an experienced external consulting partner through formal competitive public tenders"],"approval_process":["Preparation of technical specifications and business case by the agency IT and digital steering group","Review and alignment with national public procurement thresholds and competitive tendering criteria","Formal sign-off by agency executive board and legal counsel prior to contract award"],"desired_outcomes":["Reliable and unified data architecture supporting automated agency workflows","Successful implementation of production-grade AI tools with verifiable return on public investment","Enhanced institutional capability to manage and maintain deployed AI solutions independently"],"responsibilities":["Setting the digital architecture and information management strategy for the agency","Overseeing IT modernisation budgets and public procurement processes","Ensuring technological initiatives comply with regulatory and data protection standards"],"success_measures":["Demonstrable reduction in manual processing times for citizen-facing operations","Completion of data modernisation milestones within allocated public budget and schedule","High rate of user adoption and compliance validation across internal agency departments"],"decision_criteria":["Demonstrated track record delivering data and AI initiatives within government or regulated domains","Proficiency in modern data pipelines, secure cloud platforms, and machine learning architectures","Commitment to pricing predictability, transparent hourly structures, and phased milestone delivery","Clear methodologies for technical knowledge transfer to in-house civil service teams"],"organization_type":"government","security_requirements":["National security auditing criteria (KATAKRI) alignment","Strict data residency and processing controls within Finland or the EU","Role-based access management and secure handling of confidential citizen records"],"alternatives_considered":["Building an internal data science and AI development team","Relying on existing public framework IT contractors","Delaying enterprise AI adoption to maintain legacy reporting tools"],"compliance_requirements":["Public procurement act compliance for open competitive tendering","EU AI Act readiness and ethical AI governance standards","Strict adherence to GDPR and national data protection legislation"],"procurement_constraints":["Must follow national public procurement legislation and framework agreements","Requires transparent hourly rate ceilings and binding delivery milestones","Mandatory vendor vetting regarding financial stability and non-exclusion grounds"],"integration_requirements":["Integration with national public administration authentication and data exchange layers","Connectivity with agency case-management systems and historical archive databases","Compatibility with modern enterprise cloud infrastructure (e.g., Azure or AWS) alongside secure on-premise environments"]},"description":"A senior technology executive leading digital transformation within Finnish national government agencies and public institutions. This buyer is tasked with navigating complex public procurement rules while modernising legacy IT infrastructure, establishing robust data governance, and deploying artificial intelligence to enhance civic service delivery and administrative efficiency.","customer_type":"enterprise","share_of_voice":0,"visibility_rate":0,"attribute_schema":"persona.enterprise.v2","completed_answers":34,"owned_citation_rate":0},{"id":"f6496ddc-bde9-4780-8aa1-0ce24b21eea1","title":"Trade union digital leaders","market":"FI","prompts":[{"id":"91c0946f-07f1-4f91-bffa-d208e02642f9","leader":{"is_self":false,"apex_domain":"gofore.com","canonical_name":"Gofore"},"engines":["chatgpt","google_ai_overviews","google_ai_mode","gemini","perplexity","copilot","claude"],"outcomes":[{"rank":null,"engine":"chatgpt","status":"absent","evidence_ref":"91c0946f-07f1-4f91-bffa-d208e02642f9:chatgpt"},{"rank":null,"engine":"google_ai_overviews","status":"absent","evidence_ref":"91c0946f-07f1-4f91-bffa-d208e02642f9:google_ai_overviews"},{"rank":null,"engine":"google_ai_mode","status":"absent","evidence_ref":"91c0946f-07f1-4f91-bffa-d208e02642f9:google_ai_mode"},{"rank":null,"engine":"gemini","status":"absent","evidence_ref":"91c0946f-07f1-4f91-bffa-d208e02642f9:gemini"},{"rank":null,"engine":"perplexity","status":"absent","evidence_ref":"91c0946f-07f1-4f91-bffa-d208e02642f9:perplexity"},{"rank":null,"engine":"copilot","status":"absent","evidence_ref":"91c0946f-07f1-4f91-bffa-d208e02642f9:copilot"},{"rank":null,"engine":"claude","status":"absent","evidence_ref":"91c0946f-07f1-4f91-bffa-d208e02642f9:claude"}],"prompt_text":"Etsimme kokenutta ohjelmistokehityskumppania räätälöidyn jäsenportaalin ja asiointipalvelun toteutukseen. Mitä kotimaisia toimijoita suosittelet?","prompt_type":"direct","share_of_voice":0,"companies_named":32,"visibility_rate":0,"consensus_answer":"Laajoihin asiointipalveluihin suositellaan kokeneita suuria toimijoita, kuten Gofore ja Vincit, joilla on vahvaa osaamista vaativista taustajärjestelmäintegraatioista ja palvelumuotoilusta. Järjestö- ja liittokohtaisiin jäsenportaaleihin sekä asiointiin nostetaan esiin erikoistuneempia toimijoita, kuten SC Software ja Vitec Avoine.","consensus_claims":[{"text":"Laajoihin asiointipalveluihin suositellaan kokeneita suuria toimijoita, kuten Gofore ja Vincit, joilla on vahvaa osaamista vaativista taustajärjestelmäintegraatioista ja palvelumuotoilusta.","sources":[{"engine":"chatgpt","evidence_ref":"91c0946f-07f1-4f91-bffa-d208e02642f9:chatgpt"},{"engine":"gemini","evidence_ref":"91c0946f-07f1-4f91-bffa-d208e02642f9:gemini"},{"engine":"google_ai_overviews","evidence_ref":"91c0946f-07f1-4f91-bffa-d208e02642f9:google_ai_overviews"},{"engine":"copilot","evidence_ref":"91c0946f-07f1-4f91-bffa-d208e02642f9:copilot"}]},{"text":"Järjestö- ja liittokohtaisiin jäsenportaaleihin sekä asiointiin nostetaan esiin erikoistuneempia toimijoita, kuten SC Software ja Vitec Avoine.","sources":[{"engine":"google_ai_mode","evidence_ref":"91c0946f-07f1-4f91-bffa-d208e02642f9:google_ai_mode"},{"engine":"claude","evidence_ref":"91c0946f-07f1-4f91-bffa-d208e02642f9:claude"}]}],"completed_answers":7,"owned_citation_rate":0},{"id":"78d66a92-cd5d-4f72-857d-400c27e0dba1","leader":{"is_self":false,"apex_domain":"gofore.com","canonical_name":"Gofore"},"engines":["chatgpt","google_ai_overviews","google_ai_mode","gemini","perplexity","copilot","claude"],"outcomes":[{"rank":null,"engine":"chatgpt","status":"absent","evidence_ref":"78d66a92-cd5d-4f72-857d-400c27e0dba1:chatgpt"},{"rank":null,"engine":"google_ai_overviews","status":"absent","evidence_ref":"78d66a92-cd5d-4f72-857d-400c27e0dba1:google_ai_overviews"},{"rank":null,"engine":"google_ai_mode","status":"absent","evidence_ref":"78d66a92-cd5d-4f72-857d-400c27e0dba1:google_ai_mode"},{"rank":null,"engine":"gemini","status":"absent","evidence_ref":"78d66a92-cd5d-4f72-857d-400c27e0dba1:gemini"},{"rank":null,"engine":"perplexity","status":"absent","evidence_ref":"78d66a92-cd5d-4f72-857d-400c27e0dba1:perplexity"},{"rank":null,"engine":"copilot","status":"absent","evidence_ref":"78d66a92-cd5d-4f72-857d-400c27e0dba1:copilot"},{"rank":null,"engine":"claude","status":"absent","evidence_ref":"78d66a92-cd5d-4f72-857d-400c27e0dba1:claude"}],"prompt_text":"Millaisia IT-konsultointi- ja ohjelmistokehitysyrityksiä Suomessa on, jotka toteuttavat räätälöityjä digitaalisia asiointipalveluita liitoille ja järjestöille?","prompt_type":"discovery","share_of_voice":0,"companies_named":43,"visibility_rate":0,"consensus_answer":"Järjestökenttään erikoistuneet ohjelmistotalot, kuten SC Software, toteuttavat ammattiliitoille jäsenrekistereitä ja sähköisiä asiointiportaaleja. 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