| Core model | DIY survey & XM software license | AI-moderated research, delivered as studies |
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| Who does the research | Your team designs, fields & analyzes | AI moderator plus Alchemic's research team — or your team, self-serve |
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| Qualitative depth | Open-ends & add-on tools | Moderated-depth interviews with probing on every answer |
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| Quantitative research | Yes — surveys, conjoint, advanced stats | Yes — surveys, trade-off analysis & conjoint, with reasons behind the numbers |
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| WhatsApp-native interviews | Survey links by distribution channel | Yes — respondents chat directly, no link, no app |
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| AI phone interviews | Not a stated offering | Yes — AI calls any number in supported regions |
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| Languages | Broad survey translation | 57 languages — with accuracy-tuned Indic, Southeast Asian & Arabic |
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| Fieldwork operations | Your team or paid services | Recruitment, screening, incentives & quality managed for you |
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| Analysis & reporting | Dashboards your team configures | Auto-themed reports, quotes, alerts — ready on delivery |
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| Commercial model | Annual enterprise license, seats & modules | Start per-study, no license needed; annual plans cut cost & turnaround |
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| Where insights arrive | Platform dashboards | Dashboard, plus Slack, Teams, WhatsApp & MCP |
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