Carson
Refactored code, multi-doc support, external sample data, utils split for testability
e5132e7 | { | |
| "labels": { | |
| "Annual Report 2023": 2023, | |
| "Annual Report 2024": 2024, | |
| "Annual Report 2025": 2025, | |
| "Annual Report 2026": 2026 | |
| }, | |
| "documents": { | |
| "2023": "TechVision Corp — Annual Report 2023\n\nLETTER TO SHAREHOLDERS\nDear Shareholders,\n2023 was a year of resilient growth despite macro headwinds. We delivered record revenue\nwhile investing heavily in our AI platform and expanding into three new markets.\n\nFINANCIAL HIGHLIGHTS\nTotal Revenue: $4.82 billion (+12% YoY)\nGross Profit: $2.17 billion (45.0% margin)\nOperating Income: $681 million (14.1% margin)\nNet Income: $512 million\nEPS (diluted): $3.18\nFree Cash Flow: $743 million\nHeadcount (year-end): 18,400\n\nSEGMENT REVENUE\n Cloud Services: $2.61B (+21%)\n Enterprise Software:$1.44B (+4%)\n Professional Svcs: $0.77B (+2%)\n\nKEY RISKS\n1. Increasing competition from hyperscale cloud providers threatening Cloud Services margins.\n2. Customer concentration — top 10 clients represent 34% of revenue.\n3. Cybersecurity threats and potential data-breach liability.\n4. Regulatory scrutiny around AI model outputs in the EU (AI Act compliance costs).\n5. Foreign-exchange headwinds: 38% of revenue is denominated in non-USD currencies.\n\nEXECUTIVE LEADERSHIP\nCEO: Sarah Chen (since 2019)\nCFO: Marcus Webb (since 2021)\nCOO: Priya Nair (since 2022)\nCTO: Daniel Kowalski (since 2020)\n", | |
| "2024": "TechVision Corp — Annual Report 2024\n\nLETTER TO SHAREHOLDERS\nDear Shareholders,\n2024 marked our strongest growth year since IPO. AI-powered features drove record\nadoption in Cloud Services and we completed the acquisition of DataBridge Inc.\n\nFINANCIAL HIGHLIGHTS\nTotal Revenue: $5.74 billion (+19% YoY)\nGross Profit: $2.70 billion (47.1% margin)\nOperating Income: $874 million (15.2% margin)\nNet Income: $658 million\nEPS (diluted): $4.07\nFree Cash Flow: $921 million\nHeadcount (year-end): 21,750 (includes ~1,200 from DataBridge acquisition)\n\nSEGMENT REVENUE\n Cloud Services: $3.38B (+30%)\n Enterprise Software:$1.52B (+6%)\n Professional Svcs: $0.84B (+9%)\n\nKEY RISKS\n1. Integration risk from DataBridge acquisition — potential system and culture misalignment.\n2. GPU supply constraints limiting AI infrastructure expansion capacity.\n3. Rising interest rates increasing cost of capital for planned data-center builds.\n4. Talent retention — attrition in AI/ML roles reached 14%, above industry average.\n5. Geopolitical risk: 12% of revenue exposed to APAC regions under trade restrictions.\n\nEXECUTIVE LEADERSHIP\nCEO: Sarah Chen (since 2019)\nCFO: Marcus Webb (since 2021)\nCOO: James Okafor (joined 2024, replaced Priya Nair)\nCTO: Daniel Kowalski (since 2020)\nChief AI Officer: Lena Park (new role, appointed 2024)\n", | |
| "2025": "TechVision Corp — Annual Report 2025\n\nLETTER TO SHAREHOLDERS\nDear Shareholders,\n2025 was a transformational year. We crossed $7 billion in revenue, launched TechVision AI Studio,\nand completed the full integration of DataBridge. Our AI platform now serves over 6,000 enterprise clients.\n\nFINANCIAL HIGHLIGHTS\nTotal Revenue: $7.11 billion (+24% YoY)\nGross Profit: $3.52 billion (49.5% margin)\nOperating Income: $1.14 billion (16.0% margin)\nNet Income: $867 million\nEPS (diluted): $5.36\nFree Cash Flow: $1.18 billion\nHeadcount (year-end): 25,300\n\nSEGMENT REVENUE\n Cloud Services: $4.40B (+30%)\n Enterprise Software:$1.74B (+15%)\n Professional Svcs: $0.97B (+15%)\n\nKEY RISKS\n1. Commoditization of AI features — competitors offering similar AI tooling at lower price points.\n2. Regulatory compliance costs (EU AI Act fully effective; NIST AI RMF adoption in US contracts).\n3. Data-center energy costs up 28% YoY, pressuring infrastructure margins.\n4. Concentration in Cloud Services (62% of revenue) increases segment-specific risk exposure.\n5. Macroeconomic slowdown risk — enterprise IT budgets under review in 40% of Fortune 500 accounts.\n\nEXECUTIVE LEADERSHIP\nCEO: Sarah Chen (since 2019)\nCFO: Rachel Torres (appointed Q2 2025, replaced Marcus Webb)\nCOO: James Okafor (since 2024)\nCTO: Daniel Kowalski (since 2020)\nChief AI Officer: Lena Park (since 2024)\n", | |
| "2026": "TechVision Corp — Annual Report 2026\n\nLETTER TO SHAREHOLDERS\nDear Shareholders,\n2026 delivered another year of double-digit growth. TechVision AI Studio reached 10,000 enterprise\ndeployments and we launched our sovereign-cloud offering in five new countries.\n\nFINANCIAL HIGHLIGHTS\nTotal Revenue: $8.63 billion (+21% YoY)\nGross Profit: $4.40 billion (51.0% margin)\nOperating Income: $1.47 billion (17.0% margin)\nNet Income: $1.12 billion\nEPS (diluted): $6.91\nFree Cash Flow: $1.55 billion\nHeadcount (year-end): 28,900\n\nSEGMENT REVENUE\n Cloud Services: $5.46B (+24%)\n Enterprise Software:$2.07B (+19%)\n Professional Svcs: $1.10B (+13%)\n\nKEY RISKS\n1. Sovereign-cloud expansion exposes TechVision to new jurisdictional data-residency obligations.\n2. Increasing AI regulation globally — 23 countries now have enacted AI-specific legislation.\n3. Model hallucination liability: three enterprise clients filed claims in 2026 over AI output errors.\n4. Supply-chain risk: sole-source dependency on two semiconductor vendors for proprietary AI chips.\n5. Executive succession planning — CEO Sarah Chen announced intent to transition by end of 2027.\n\nEXECUTIVE LEADERSHIP\nCEO: Sarah Chen (since 2019; transition planned for 2027)\nCFO: Rachel Torres (since 2025)\nCOO: James Okafor (since 2024)\nCTO: Nina Vasquez (appointed 2026, replaced Daniel Kowalski)\nChief AI Officer: Lena Park (since 2024)\n" | |
| }, | |
| "sample_questions": [ | |
| "What was the total revenue in respective years?", | |
| "List the top 3 risks mentioned.", | |
| "Who are the key executives?", | |
| "Sort revenue by year (from highest to lowest)" | |
| ] | |
| } | |