Best AI Model for Writing: Task Scorecard and Multi-Model Workflow
Best AI model for writing by task type: Writing Task Scorecard, multi-model draft-critic flow, no fake win rates. Re-test your genres.
AI, unpacked
Model comparisons, workspace guides, and practical ideas on productivity, agents, and building across multiple AI models.
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Latest guides
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Grok 4.6 vs Gemini 3.1 Pro: Benchmarks, Price, Side-by-Side Tests (2026)
Grok 4.6 vs Gemini 3.1 Pro with workload costs, public benches, and live side-by-side tests for writing, coding, and routing.
Insights & comparisons
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AI Subscription Stack Cost: Native Plans vs Multi-Model Workspace vs API
Calculate AI subscription stack cost with a Stack Cost Calculator: three native plans vs multi-model workspace vs API. Tab-hopping time cost and who…
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Multi-Model AI for Business: Team Workspace, Governance, ROI
Multi-model AI for teams: shared prompts, Team Model Policy Template, governance, ROI caution, security boundaries, and a 90-day plan for business…
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Superagent + Multi-Model Routing: Agents That Pick the Right Model
AI agent workspace guide: how Superagent multi-model routing works, Agent Step → Model Policy, approval gates, failure modes, and production realism…
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AI Candidate Sourcing: Scorecards and Outreach That Work
Learn AI candidate sourcing with a Sourcing Fit Scorecard, Boolean vs semantic table, and a 3-touch outreach sequence you can run this week.
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Multi-Model AI Screening: Panel Protocol That Cuts Bias
Multi-model resume screening with the Multi-Model Panel Protocol: disagreement rules, i10X bias-study proof, and human gates for fairer shortlists.
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Ethical AI Recruiting: Fairness Controls + EU AI Act Practical Checklist (2026)
Build ethical AI recruiting with a fairness scorecard, human oversight gates, and a practical EU AI Act HR checklist grounded in i10X bias research.
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AI Recruiting Workflow: Funnel Map from Intake to Offer
Build an AI recruiting workflow with the AI Recruiting Funnel Map: stage, automation vs decision-support, human gates, and KPIs you can run this quarter.
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AI Interview Scheduling: The Interview Loop Operating System
Cut interview chaos with AI scheduling: rules, structured scorecards, and a practical integrity checklist that keeps humans in control of every loop.
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AI Recruiting for Startups: 14-Day Free Pilot, Honest Stack, Ignore List (2026)
AI recruiting for startups and small business: a 14-day free pilot plan, freemium stack with honest limits, and an enterprise-bloat ignore list.
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AI Recruiting vs ATS: System of Record, Speed Layer, or Both?
ATS vs AI layer vs both: decision matrix for suite buy, bolt-on agents, or spreadsheet-plus-agent hiring when you still need a system of record.
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AI Recruiting Metrics and ROI: The Metrics Stack That Survives Scrutiny
Build defensible AI recruiting ROI with a metrics stack, SHRM-style formulas, fake ROI red flags, and a 30/90 day baseline template you can run.
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AI Job Description Intake: Hiring Intake Agent Pattern, Scorecard Chain, Inclusive Red Flags
Turn hiring manager chaos into AI-ready job descriptions: intake questionnaire, JD to scorecard to screen criteria, inclusive language table.