{
  "timestamp": "2026-05-01T17:17:13Z",
  "design": {
    "topic": "remote_work",
    "generators": [
      "grok-4-1-fast",
      "gemini-3-flash-preview",
      "gpt-5-mini"
    ],
    "conditions": [
      "SOURCE_PRESENT",
      "SOURCE_ABSENT"
    ],
    "versions_per_cell": 2
  },
  "summary": {
    "grok-4-1-fast|SOURCE_PRESENT": {
      "total_numbers": 164,
      "in_source": 151,
      "source_match_rate": 0.9207,
      "n_docs": 2
    },
    "grok-4-1-fast|SOURCE_ABSENT": {
      "total_numbers": 106,
      "in_source": 36,
      "source_match_rate": 0.3396,
      "n_docs": 2
    },
    "gemini-3-flash-preview|SOURCE_PRESENT": {
      "total_numbers": 84,
      "in_source": 72,
      "source_match_rate": 0.8571,
      "n_docs": 2
    },
    "gemini-3-flash-preview|SOURCE_ABSENT": {
      "total_numbers": 27,
      "in_source": 11,
      "source_match_rate": 0.4074,
      "n_docs": 2
    },
    "gpt-5-mini|SOURCE_PRESENT": {
      "total_numbers": 73,
      "in_source": 69,
      "source_match_rate": 0.9452,
      "n_docs": 2
    },
    "gpt-5-mini|SOURCE_ABSENT": {
      "total_numbers": 8,
      "in_source": 1,
      "source_match_rate": 0.125,
      "n_docs": 2
    }
  },
  "results": [
    {
      "model": "grok-4-1-fast",
      "condition": "SOURCE_PRESENT",
      "version": 1,
      "topic": "remote_work",
      "analysis": {
        "total_numbers": 84,
        "in_source": 78,
        "not_in_source": 6,
        "unsourced_rate": 0.071,
        "years_excluded": 3,
        "word_counts_excluded": 0,
        "unsourced_details": [
          {
            "value": "50",
            "type": "percentage",
            "raw": "50%",
            "context": "-location productivity: if data showed >50% preference for one location across all"
          },
          {
            "value": "20",
            "type": "percentage",
            "raw": "20%",
            "context": "eds. Falsifier: if flex removal showed <20% churn, productivity dominates; 40%+ hun"
          },
          {
            "value": "31",
            "type": "dollar",
            "raw": "$31",
            "context": "y WFH vs. office $55 (commute $15, food $31). For engineering managers, assign codi"
          },
          {
            "value": "3844",
            "type": "dollar",
            "raw": "$3,844",
            "context": "hybrid nets $37/day save *2 days/week = $3,844/year/employee, outweighing 19% no-chang"
          },
          {
            "value": "844",
            "type": "integer",
            "raw": "844",
            "context": "rid nets $37/day save *2 days/week = $3,844/year/employee, outweighing 19% no-chang"
          },
          {
            "value": "987",
            "type": "integer",
            "raw": "987",
            "context": "claims fail without collab-only proof. (987 words)"
          }
        ]
      },
      "elapsed_s": 27.9,
      "doc_text_chars": 5763
    },
    {
      "model": "grok-4-1-fast",
      "condition": "SOURCE_PRESENT",
      "version": 2,
      "topic": "remote_work",
      "analysis": {
        "total_numbers": 80,
        "in_source": 73,
        "not_in_source": 7,
        "unsourced_rate": 0.087,
        "years_excluded": 1,
        "word_counts_excluded": 1,
        "unsourced_details": [
          {
            "value": "20",
            "type": "percentage",
            "raw": "20%",
            "context": "oductivity lever: Marginal task gains (<20% swings) pale against retention hits\u2014los"
          },
          {
            "value": "30",
            "type": "percentage",
            "raw": "30%",
            "context": "er: If flexibility demand dropped below 30% or productivity gaps exceeded 25%, rigi"
          },
          {
            "value": "20",
            "type": "percentage",
            "raw": "20%",
            "context": "tion (80%, 89% hybrid) boosts output 10-20% via automation (EXTENDS L: task-specifi"
          },
          {
            "value": "10",
            "type": "percentage",
            "raw": "10%",
            "context": "ops below 40% or quits rise >5%, revert 10% office.\n\nNet: Task-routing hybrid deliv"
          },
          {
            "value": "31",
            "type": "dollar",
            "raw": "$31",
            "context": "overhead ($55/day includes $9 parking, $31 meals offsetting low remote $18). Hidde"
          },
          {
            "value": "50",
            "type": "integer",
            "raw": "50",
            "context": "asks (focus/creative/deadlines) to WFH, 50-55% collab/meetings to office. For engi"
          },
          {
            "value": "200",
            "type": "integer",
            "raw": "200",
            "context": "gs scale to $9K/year per hybrid worker (200 days), vs. office overhead ($55/day inc"
          }
        ]
      },
      "elapsed_s": 22.7,
      "doc_text_chars": 5231
    },
    {
      "model": "grok-4-1-fast",
      "condition": "SOURCE_ABSENT",
      "version": 1,
      "topic": "remote_work",
      "analysis": {
        "total_numbers": 52,
        "in_source": 25,
        "not_in_source": 27,
        "unsourced_rate": 0.519,
        "years_excluded": 10,
        "word_counts_excluded": 0,
        "unsourced_details": [
          {
            "value": "13",
            "type": "percentage",
            "raw": "13%",
            "context": "employees randomized to remote found a 13% productivity boost (measured as calls h"
          },
          {
            "value": "30",
            "type": "percentage",
            "raw": "30%",
            "context": "Business Review estimates), enabling 20-30% longer flow states where coders or anal"
          },
          {
            "value": "35",
            "type": "percentage",
            "raw": "35%",
            "context": "as (50,000+ workers) shows hybrid users 35% more likely to report \"excellent\" produ"
          },
          {
            "value": "15",
            "type": "percentage",
            "raw": "15%",
            "context": ", open-plan noise raises cognitive load 15% (Kronos study), halving bug-fix rates f"
          },
          {
            "value": "10",
            "type": "percentage",
            "raw": "10%",
            "context": ",\" yet proxies like patent filings rose 10% remote during COVID (USPTO 2020-2022)."
          },
          {
            "value": "20",
            "type": "percentage",
            "raw": "20%",
            "context": "burden balance sheets (CBRE: U.S. firms 20% underutilized post-2020); mandates fill"
          },
          {
            "value": "10",
            "type": "percentage",
            "raw": "10%",
            "context": "ndate output surged across tasks (e.g., 10%+ GitHub commits firm-wide), claims vali"
          },
          {
            "value": "50",
            "type": "percentage",
            "raw": "50%",
            "context": "per RescueTime data), compounding to 20-50% more lines shipped weekly. HOW: Reduced"
          },
          {
            "value": "15",
            "type": "percentage",
            "raw": "15%",
            "context": "ndomized designers: in-person generated 15% more novel ideas. HOW: Physical co-loca"
          },
          {
            "value": "99",
            "type": "percentage",
            "raw": "99%",
            "context": "itLab's all-remote 1,400+ engineers hit 99% retention with 20% YoY output growth\u2014da"
          },
          {
            "value": "20",
            "type": "percentage",
            "raw": "20%",
            "context": "1,400+ engineers hit 99% retention with 20% YoY output growth\u2014data trumps anecdote."
          },
          {
            "value": "15",
            "type": "percentage",
            "raw": "15%",
            "context": "iring costs. Rigid policy: +2% prod but 15% churn = -8% effective headcount. Flexib"
          },
          {
            "value": "10",
            "type": "percentage",
            "raw": "10%",
            "context": "fective headcount. Flexible: Flat prod, 10% churn = +5% net. Falsifier: If flexibil"
          },
          {
            "value": "30",
            "type": "percentage",
            "raw": "30%",
            "context": "plify: Office mandates hike real estate 30% (JLL), wellness claims (commute burnout"
          },
          {
            "value": "15",
            "type": "percentage",
            "raw": "15%",
            "context": "ocity by location (e.g., remote deploys 15% faster). Pilot falsifies: A/B 20 devs\u2014"
          },
          {
            "value": "10",
            "type": "percentage",
            "raw": "10%",
            "context": "uniform hybrid, revert.\n\nCost-benefit: +10% retention saves $200K/team/year; prod v"
          },
          {
            "value": "1000",
            "type": "dollar",
            "raw": "$1,000",
            "context": "t-2020); mandates fill seats to justify $1,000/sq ft rents. Falsifier: If post-mandate"
          },
          {
            "value": "50",
            "type": "dollar",
            "raw": "$50",
            "context": "e 25% lower turnover vs. rigid (costing $50K/engineer replacement, SHRM). Mechanism"
          },
          {
            "value": "200",
            "type": "dollar",
            "raw": "$200",
            "context": "rt.\n\nCost-benefit: +10% retention saves $200K/team/year; prod variance <5% noise. Fo"
          },
          {
            "value": "2015",
            "type": "integer",
            "raw": "2015",
            "context": "for full-time returns. Nicholas Bloom's 2015 Stanford experiment with 1,000 Ctrip ca"
          },
          {
            "value": "20",
            "type": "integer",
            "raw": "20",
            "context": "rd Business Review estimates), enabling 20-30% longer flow states where coders or"
          },
          {
            "value": "30",
            "type": "integer",
            "raw": "30",
            "context": "ex analyzed 80,000+ chats/emails across 30,000 orgs: remote shrank cross-team netw"
          },
          {
            "value": "50",
            "type": "integer",
            "raw": "50",
            "context": "erence: Bloom's 2023 Global Work Atlas (50,000+ workers) shows hybrid users 35% mo"
          },
          {
            "value": "20",
            "type": "integer",
            "raw": "20",
            "context": "e, per RescueTime data), compounding to 20-50% more lines shipped weekly. HOW: Red"
          },
          {
            "value": "400",
            "type": "integer",
            "raw": "400",
            "context": "productive), but GitLab's all-remote 1,400+ engineers hit 99% retention with 20% Y"
          },
          {
            "value": "20",
            "type": "integer",
            "raw": "20",
            "context": "ploys 15% faster). Pilot falsifies: A/B 20 devs\u2014 if task-scheduled lags uniform hy"
          },
          {
            "value": "998",
            "type": "integer",
            "raw": "998",
            "context": "-routing your prod engine. Total words: 998."
          }
        ]
      },
      "elapsed_s": 25.2,
      "doc_text_chars": 5968
    },
    {
      "model": "grok-4-1-fast",
      "condition": "SOURCE_ABSENT",
      "version": 2,
      "topic": "remote_work",
      "analysis": {
        "total_numbers": 54,
        "in_source": 11,
        "not_in_source": 43,
        "unsourced_rate": 0.796,
        "years_excluded": 8,
        "word_counts_excluded": 1,
        "unsourced_details": [
          {
            "value": "13",
            "type": "percentage",
            "raw": "13%",
            "context": "all center workers found remote workers 13% more productive, driven by fewer breaks"
          },
          {
            "value": "15",
            "type": "percentage",
            "raw": "15%",
            "context": "ysis of 2,500 studies pegged hybrid at +15% output vs. office-only, via location fl"
          },
          {
            "value": "20",
            "type": "percentage",
            "raw": "20%",
            "context": "ata showing office productivity dips 10-20% from distractions (RescueTime studies)."
          },
          {
            "value": "70",
            "type": "percentage",
            "raw": "70%",
            "context": "thus:\n\n- **Focused Individual Tasks (60-70% of dev cycles)**: Coding, debugging, do"
          },
          {
            "value": "30",
            "type": "percentage",
            "raw": "30%",
            "context": "gging, documentation. Remote wins by 20-30% (GitLab's 2022 State of DevOps report),"
          },
          {
            "value": "30",
            "type": "percentage",
            "raw": "30%",
            "context": "momentum.\n\n- **Collaborative Tasks (20-30%)**: Brainstorming, architecture debates"
          },
          {
            "value": "15",
            "type": "percentage",
            "raw": "15%",
            "context": ", pair programming. Office edges out by 15% (Gartner's 2023 hybrid analysis), throu"
          },
          {
            "value": "10",
            "type": "percentage",
            "raw": "10%",
            "context": "ust-building.\n\n- **Learning/Onboarding (10%)**: New hire ramp-up. Hybrid optimal; o"
          },
          {
            "value": "82",
            "type": "percentage",
            "raw": "82%",
            "context": "ise: Surveys (e.g., Owl Labs 2023) show 82% employee preference for hybrid, but cau"
          },
          {
            "value": "23",
            "type": "percentage",
            "raw": "23%",
            "context": "on gains. Mandated RTO spikes attrition 23% (ResumeBuilder 2024 survey of 1,500 wor"
          },
          {
            "value": "50",
            "type": "percentage",
            "raw": "50%",
            "context": "craft-fit, not pings. Gartner predicts 50% quit risk for inflexible firms by 2025."
          },
          {
            "value": "10",
            "type": "percentage",
            "raw": "10%",
            "context": "lexJobs), yielding 2-3x ROI vs. RTO's 5-10% collab bump. For distributed teams, fle"
          },
          {
            "value": "15",
            "type": "percentage",
            "raw": "15%",
            "context": "Kinsey).\n\nFalsifier: If RTO teams show <15% attrition premium *and* +10% output (ad"
          },
          {
            "value": "10",
            "type": "percentage",
            "raw": "10%",
            "context": "eams show <15% attrition premium *and* +10% output (adjusted for headcount), produc"
          },
          {
            "value": "20",
            "type": "percentage",
            "raw": "20%",
            "context": "ask-location match: Remote focus tasks +20%, office collab +15%; weighted avg. |\n|"
          },
          {
            "value": "15",
            "type": "percentage",
            "raw": "15%",
            "context": "Remote focus tasks +20%, office collab +15%; weighted avg. |\n| **Retention** | 15%"
          },
          {
            "value": "15",
            "type": "percentage",
            "raw": "15%",
            "context": "+15%; weighted avg. |\n| **Retention** | 15% churn ($2.25M cost) | 8% churn ($1.2M)"
          },
          {
            "value": "15",
            "type": "percentage",
            "raw": "15%",
            "context": "presenteeism (burnout from commutes, up 15% sick days per WHO), eroding the +5% col"
          },
          {
            "value": "70",
            "type": "percentage",
            "raw": "70%",
            "context": "focus/collab/learn) quarterly\u2014pivot if >70% focus tasks underperform remote.\n2. **P"
          },
          {
            "value": "10",
            "type": "percentage",
            "raw": "10%",
            "context": "exit if hybrid velocity/retention lags 10%.\n\nThis framework delivers: Data-tuned,"
          },
          {
            "value": "300",
            "type": "dollar",
            "raw": "$300",
            "context": "mid-level engineer costs 1.5-2x salary ($300K+ for $150K role, per SHRM)\u2014hidden over"
          },
          {
            "value": "150",
            "type": "dollar",
            "raw": "$150",
            "context": "ngineer costs 1.5-2x salary ($300K+ for $150K role, per SHRM)\u2014hidden overhead from l"
          },
          {
            "value": "10",
            "type": "dollar",
            "raw": "$10",
            "context": "ing Net Impact\n\nFor a 50-engineer team ($10M salary mass), hybrid task-optimization"
          },
          {
            "value": "2",
            "type": "dollar",
            "raw": "$2",
            "context": "y mass), hybrid task-optimization nets +$2M annual value:\n\n| Factor | Office-Only"
          },
          {
            "value": "800",
            "type": "dollar",
            "raw": "$800",
            "context": "-|\n| **Productivity** | Baseline | +8% ($800K) | Task-location match: Remote focus t"
          },
          {
            "value": "2.25",
            "type": "dollar",
            "raw": "$2.25",
            "context": "ted avg. |\n| **Retention** | 15% churn ($2.25M cost) | 8% churn ($1.2M) | Flexibility"
          },
          {
            "value": "1.2",
            "type": "dollar",
            "raw": "$1.2",
            "context": "* | 15% churn ($2.25M cost) | 8% churn ($1.2M) | Flexibility cuts quits; saves $1.05"
          },
          {
            "value": "1.05",
            "type": "dollar",
            "raw": "$1.05",
            "context": "($1.2M) | Flexibility cuts quits; saves $1.05M hiring/onboarding. |\n| **Overhead** |"
          },
          {
            "value": "500",
            "type": "dollar",
            "raw": "$500",
            "context": "M hiring/onboarding. |\n| **Overhead** | $500K (commutes, real estate) | $300K (tools"
          },
          {
            "value": "300",
            "type": "dollar",
            "raw": "$300",
            "context": "ead** | $500K (commutes, real estate) | $300K (tools, occasional office) | Remote sl"
          },
          {
            "value": "2.75",
            "type": "dollar",
            "raw": "$2.75",
            "context": "ion ramps interviews 2x. |\n| **Net** | -$2.75M | +$550K | Retention levers amplify; f"
          },
          {
            "value": "550",
            "type": "dollar",
            "raw": "$550",
            "context": "interviews 2x. |\n| **Net** | -$2.75M | +$550K | Retention levers amplify; falsified"
          },
          {
            "value": "1.5",
            "type": "decimal",
            "raw": "1.5",
            "context": "s. Replacing a mid-level engineer costs 1.5-2x salary ($300K+ for $150K role, per S"
          },
          {
            "value": "2015",
            "type": "integer",
            "raw": "2015",
            "context": "s' return-to-office (RTO) rationales. A 2015 Stanford experiment with Ctrip's 16,000"
          },
          {
            "value": "16",
            "type": "integer",
            "raw": "16",
            "context": "A 2015 Stanford experiment with Ctrip's 16,000 call center workers found remote wo"
          },
          {
            "value": "2015",
            "type": "integer",
            "raw": "2015",
            "context": "-switching interruptions (Bloom et al., 2015). Microsoft's 2021 internal data echoed"
          },
          {
            "value": "500",
            "type": "integer",
            "raw": "500",
            "context": "rightest; a 2023 FlexJobs analysis of 2,500 studies pegged hybrid at +15% output vs"
          },
          {
            "value": "60",
            "type": "integer",
            "raw": "60",
            "context": "ks thus:\n\n- **Focused Individual Tasks (60-70% of dev cycles)**: Coding, debugging"
          },
          {
            "value": "20",
            "type": "integer",
            "raw": "20",
            "context": "ebugging, documentation. Remote wins by 20-30% (GitLab's 2022 State of DevOps repo"
          },
          {
            "value": "52",
            "type": "integer",
            "raw": "52",
            "context": "ents extend uninterrupted sessions from 52 minutes (office average, per Microsoft)"
          },
          {
            "value": "20",
            "type": "integer",
            "raw": "20",
            "context": "ive momentum.\n\n- **Collaborative Tasks (20-30%)**: Brainstorming, architecture deb"
          },
          {
            "value": "500",
            "type": "integer",
            "raw": "500",
            "context": "ion 23% (ResumeBuilder 2024 survey of 1,500 workers), targeting engineers' top dema"
          },
          {
            "value": "50",
            "type": "integer",
            "raw": "50",
            "context": "it Model: Quantifying Net Impact\n\nFor a 50-engineer team ($10M salary mass), hybri"
          }
        ]
      },
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      "doc_text_chars": 6057
    },
    {
      "model": "gemini-3-flash-preview",
      "condition": "SOURCE_PRESENT",
      "version": 1,
      "topic": "remote_work",
      "analysis": {
        "total_numbers": 38,
        "in_source": 33,
        "not_in_source": 5,
        "unsourced_rate": 0.132,
        "years_excluded": 11,
        "word_counts_excluded": 0,
        "unsourced_details": [
          {
            "value": "100",
            "type": "percentage",
            "raw": "100%",
            "context": "bs 2025**), move \"Information Syncs\" to 100% async/remote and reserve in-office time"
          },
          {
            "value": "80",
            "type": "dollar",
            "raw": "$80",
            "context": ". If a team of six engineers (averaging $80/hr) loses 10 minutes per meeting across"
          },
          {
            "value": "400",
            "type": "dollar",
            "raw": "$400",
            "context": "* average), the organization is burning $400/week per team in \"connection debt\" alon"
          },
          {
            "value": "740",
            "type": "dollar",
            "raw": "$740",
            "context": "vely issuing a pay cut of approximately $740 per month (based on a 20-day work month"
          },
          {
            "value": "20",
            "type": "integer",
            "raw": "20",
            "context": "pproximately $740 per month (based on a 20-day work month). \n\nThe retention conseq"
          }
        ]
      },
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    {
      "model": "gemini-3-flash-preview",
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      "topic": "remote_work",
      "analysis": {
        "total_numbers": 46,
        "in_source": 39,
        "not_in_source": 7,
        "unsourced_rate": 0.152,
        "years_excluded": 5,
        "word_counts_excluded": 0,
        "unsourced_details": [
          {
            "value": "1100",
            "type": "dollar",
            "raw": "$1,100",
            "context": "sts the employee an average of $55/day ($1,100/month for a full-timer). \n    *   *Mech"
          },
          {
            "value": "13200",
            "type": "dollar",
            "raw": "$13,200",
            "context": "tes RTO, they are effectively issuing a $13,200 annual post-tax pay cut (Owl Labs 2025)"
          },
          {
            "value": "1.5",
            "type": "decimal",
            "raw": "1.5",
            "context": "mid-to-senior engineer typically costs 1.5x to 2x their annual salary. If 40% of a"
          },
          {
            "value": "100",
            "type": "integer",
            "raw": "100",
            "context": "ctions. Non-verbal cues and the lack of 100ms+ audio latency allow for faster itera"
          },
          {
            "value": "20",
            "type": "integer",
            "raw": "20",
            "context": "to 2x their annual salary. If 40% of a 20-person team is \"at risk\" due to RTO (Re"
          },
          {
            "value": "100",
            "type": "integer",
            "raw": "100",
            "context": "the employee an average of $55/day ($1,100/month for a full-timer). \n    *   *Mech"
          },
          {
            "value": "200",
            "type": "integer",
            "raw": "200",
            "context": "RTO, they are effectively issuing a $13,200 annual post-tax pay cut (Owl Labs 2025)"
          }
        ]
      },
      "elapsed_s": 19.4,
      "doc_text_chars": 7529
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    {
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