i main work to share 10 or 5 years company annual report then askig my pre-define question about the company. i am using llm. now tell me from below which one i should use to fullfill my requiremendt accurately? 

https://github.com/win4r/GraphRAG4OpenWebUI

https://github.com/microsoft/autogen

https://github.com/open-webui/open-webui

https://github.com/karthik-codex/Autogen_GraphRAG_Ollama

https://github.com/Cinnamon/kotaemon


below i give you all my pre-define question. now tell me which one is best for me.

Management Questions:

1. Does the company have a durable competitive advantage ("economic moat"), and does the promoter have a

clear, long-term strategy to build, maintain, and strengthen it amid industry dynamics and competition?

2. Does the management team have a proven track record of allocating capital wisely, balancing growth with

prudent debt management and strategic investments for long-term value creation?

3. Does the management team demonstrate a long-term focus, disciplined capital allocation, and a commitment to

building a sustainable competitive advantage while adapting to change and prioritizing efficiency?

4. Does it have favorable long-term economics, including a strong competitive advantage (moat) and a sensible price

tag?

5. Does the promoter deeply understand and articulate the company's competitive advantage, or "moat," while

possessing the skills and strategy to sustain it and generate long-term returns?

6. Does the promoter demonstrate integrity, sound judgment, and authenticity, particularly regarding investor

safety, risk management, and transparency?

7. Does the management team and promoter prioritize minimizing risk, preserving investor capital, and maintaining

liquidity, while openly addressing challenges and avoiding excessive leverage and financial mismanagement?

8. Do insider actions, including those of management and promoters, suggest confidence in the company's

undervaluation and alignment with long-term shareholder value?

9. Does the company demonstrate a commitment to innovation and adapting to changing market conditions?


10. Does the management team, led by a promoter who values intellectual humility and expertise, make sound long-

term decisions with transparency, contrarian thinking, and a learning-focused approach to challenges?


11. Does the promoter and management team consistently demonstrate transparency and honesty in all

communications with stakeholders, including acknowledging mistakes, addressing challenges openly, and

providing clear and balanced information about the company?

12. Are there any red flags in the company's financial reporting, management behavior, or corporate governance that

suggest a potential for financial manipulation, lack of transparency, or disregard for long-term value creation?

13. Does the company have strong corporate governance practices?

14. Does the company attract and retain high-quality talent?

15. Does it have a management I can trust?

16. Who are the auditors? Are they reputable and independent?


Company Questions:

17. (must give company current stock price) Is the company’s stock price significantly undervalued relative to its net

asset value, earnings, cash flow, and book value, while offering a high dividend yield, margin of safety, and strong

return on equity without excessive leverage, making it an attractive acquisition at its current market

capitalization?

18. Analyze the company’s financial health with a focus on its cash flow, debt management, and liquidity. Can the

company meet its current and future financial obligations, fund growth, and withstand economic downturns?


19. What is the company’s durable competitive advantage ('moat'), how does it translate into financial performance,

and how is the company defending and expanding it against competitive and technological challenges?

20. Considering the company's 10-year financial track record, management tenure & compensation, capital

allocation, and shareholder value creation strategies, can you assess the management team's skill,

trustworthiness, and commitment to long-term growth over short-term gains?

21. Analyze this company's long-term profitability and growth potential. Consider its historical performance, financial

metrics, competitive position, and industry dynamics. What factors support or threaten its ability to generate

sustainable profits and growth over the next decade?

22. How does the company generate and manage cash flow, including its relationship to net income, investments in

growth, acquisitions, divestitures, capital raising, and shareholder distributions?

23. How does the current market valuation (price-to-sales, price-to-earnings) compare to historical averages and the

company's projected future earnings?

24. What are the key factors driving growth and competition in this industry, and how does the company’s position

within the market impact its ability to maintain a competitive advantage and achieve long-term success?

25. How do the company's key balance sheet ratios compare to its industry peers and historical trends?

26. How has the company built and maintained strong brands that increase customer willingness to pay, enhance

loyalty, and address potential risks to its image or reputation?

27. Does the company have a sustainable structural cost advantage that competitors can’t easily replicate?

28. Does the company benefit from a strong and growing network effect, or is it facing challenges from competitors

or technological disruption?

29. How does the company’s pricing power, considering its history, competition, and brand strength, position it to

raise prices without significant customer loss, particularly given potential shifts in price sensitivity?

30. Is the company expanding its moat by entering new markets, developing new products, or strengthening its

existing competitive advantages?

31. What are the sources of switching costs for this company, how hard are they for competitors to overcome, and

how do these costs affect customer switching and the company's competitive moat?

32. Does the company seem to have robust internal controls in place to prevent fraud and accounting irregularities?

33. Has the company consistently paid and increased dividends over a long period (at least 10 years)?

34. Are trade receivables growing significantly, suggesting challenges in collecting payments from customers?

35. Do buyers have strong negotiating power? Are there few buyers, low switching costs, or readily available

substitutes?

36. Do suppliers have significant leverage over companies in this industry? Are there few suppliers, high switching

costs, or limited substitutes?

37. How does the company's culture contribute to its competitive advantage? Is it a culture of innovation, customer

focus, or operational excellence?

38. Are intangible assets a significant part of the company's value?


39. What is the composition of the company's property, plant, and equipment (PP&E)?

40. What branding strategies are employed (ambassadors, advertising, etc.), and are they driving profitable growth?

41. Are "related party transactions" transparently disclosed and at arm's length?

42. Do the revenue recognition policies seem aggressive? Does revenue get booked before the company actually

provides the product or service?


Red Flags Questions:

43. Is the company engaging in earnings manipulation by shifting expenses, recognizing revenue inappropriately, or

deferring revenue to manipulate current or future reported earnings?


44. Is the company's earnings growth sustainable, or are there any red flags in its financial statements, such as one-

time events, creative accounting practices (particularly using EBITDA), or cash flow issues, that suggest potential


financial risks or unsustainable practices?

45. Is there a significant and unexplained gap between the company's reported profits and its operating cash flow,

potentially due to consistently lower cash flow, unusual transactions lacking economic substance, or aggressive

receivables management?

46. Does the company's current valuation make sense relative to its growth prospects and intrinsic value?

47. Does the company engage in "creative accounting" or use metrics like EBITDA to obscure the true economics of

the business?

48. Are there inconsistencies in the company's segment-wise results, particularly concerning consistently loss-making

divisions despite overall profitability?

49. Are returns on invested capital declining? Is the quality of the balance sheet deteriorating?

50. Is the company improperly capitalizing expenses that should be classified as operating outflows?

51. Are the company's fixed assets depreciated in line with industry norms, and do its capital expenditures align with

expansion plans without signs of fund misappropriation?

52. Is a high proportion of R&D expenses being capitalized?

53. Are there significant discrepancies between the standalone and consolidated cash flow statements, particularly in

the operating section?

54. Are receivables rising faster than sales, leading to an increase in receivable days?

55. Does the company hold a large amount of cash or short-term investments that seem excessive for its operations

or stated investment plans?

56. Are new technologies or alternative offerings posing a threat to the company's products or services?

57. Are earnings unexpectedly consistent during a volatile period?

58. Has a new CEO taken over recently, followed by a sudden improvement in earnings?


59. Is competition intensifying, leading to shrinking margins, increased sales & marketing spend, or a battle for

market share?

60. Do the company's reported profit margins make sense in the context of its industry, cost structure, and brand

positioning?

61. Are there large one-time charges or write-offs during periods of poor performance?

62. Is the company turning the sale of a business into recurring revenue through buyback agreements?

63. Is the company a serial acquirer, showing strong CFO growth but declining free cash flow?

64. Is the company operating in an industry that is growing, stable, or declining?

65. Is the company improperly capitalizing expenses that should be classified as operating outflows?


Ratio Questions:

66. What is the company's intrinsic value based on its projected future cash flows, discounted back at an appropriate

interest rate?

67. Does the company consistently generate positive and rising free cash flow (FCF), and if there are periods of

negative FCF, can they be justified by growth, expansion, or investment activities?

68. How effectively is the company utilizing its assets, capital, and operations to generate revenue, profits, and

returns for shareholders, and what are the underlying drivers of its profitability, ROE, and ROCE, and are these

returns sustainable and driven by operational efficiency, profitable growth, or excessive leverage?

69. What is the company's earnings yield (EBIT/Enterprise Value)?

70. How does the company’s debt structure, including its level, leverage, and maturity profile, impact its financial

health and sustainability, considering its industry, business model, earnings, cash flow, and comparisons to peers

and historical trends?

71. How efficiently does the company manage its working capital, including inventory turnover, accounts receivable

collection, and supplier credit utilization, compared to its competitors, and what are the implications for its

liquidity, short-term obligations, and overall financial health?

72. What percentage of the company's EBITDA is converted into operating cash flow over the past five years? Is this

number consistently above 50%? If not, why?

73. How strong is the company's balance sheet? Does it have excessive debt that could impact its future profitability

and valuation?

74. What percentage of the company's net worth is represented by contingent liabilities? Is this ratio above 25%? If

so, what are the nature of these liabilities and the potential risk they pose to the company's financial health?

75. What percentage of the company's net worth is tied up in loans and advances to related parties? Is this figure

above 5%? If so, investigate the purpose and terms of these transactions. Is there potential for fund diversion?

76. What percentage of the company's sales are tied up in accounts receivable? Is this ratio consistently high (over

25%)? If so, is the company having trouble collecting payments? Is the growth in accounts receivable consistently

exceeding sales growth? If yes, why?


77. What percentage of the company's sales are written off as bad debts? Is there a consistent increase in this metric

over time? If so, why?

78. What percentage of the company's gross property, plant, and equipment is tied up in capital work-in-progress? Is

there a consistent increase in this metric? Why is it taking the company so long to commission new projects?

79. What percentage of the company's net worth is represented by short-term debt? Is this ratio above 25%? If so, is

the company overly reliant on short-term debt to fund operations? How does this compare to its peers and

historical trends?


Others Questions:

80. Is the business high-quality and likely to generate increasing cash flows over time?

81. Is the business predictable enough to estimate its future cash flows with reasonable accuracy?

82. Can the market for this company grow sustainably?

83. What is the competitive landscape of the industry, including the intensity of competition among existing

companies, the major players and their key strengths and weaknesses, as well as the level of aggression in pricing,

innovation, and marketing strategies?

84. What is the company’s market share, and how has it evolved over time?

85. How easy or difficult is it for new competitors to enter the industry?

86. Are there readily available substitute products or services that could threaten the company's market share?

87. Is the company's industry susceptible to rapid change or potential disruption due to technological obsolescence

or other factors?