·Source: SouqData proprietary analysis
What this page covers
Language Intelligence Scores (LIS) for GCC board chairs and CEOs — measuring conviction, transparency, forward orientation, and communication quality from AGM speeches and announcements.
SouqData covers 11 GCC + MENA exchanges (TDWL, DFM, ADX, QSE, BK, MSX, BHB, ASE, BIST, ISX, EGX). Coverage depth varies by exchange and data category — gaps are surfaced in the page's data displays rather than hidden. Underlying data refreshes daily via an automated pipeline; per-exchange ingestion runs on filing-driven cadences.
Chair & CEO Language Intelligence Scores
Language Intelligence Score (LIS, 0-100) measures communication quality of board chairs and CEOs across 7 dimensions: sentiment, conviction, transparency, forward orientation, readability, topic diversity, and uncertainty management. Scores are derived from AGM speech analysis (where available) and announcement sentiment patterns.
74
Leaders Scored
19
Excellent (75+)
55
Good (55-74)
0
Fair (35-54)
12
AGM Speech Data
55
Chairs
19
CEOs
Average LIS by Exchange
QSE
73
74 leaders
Chair vs CEO Communication
Chairman
73
avg LIS (55 leaders)
CEO
74
avg LIS (19 leaders)
Top 20 Communicators
| Leader | Company | Exchange | Role | LIS | Trend | Source | Ann. | AGM |
|---|---|---|---|---|---|---|---|---|
| Tariq Mohd I Al-Jaidah |  TQES Qatar Electronic Systems Co. (Techno Q) QPSC | QSE | Chairman | 82 Excellent | - | AGM + Ann. | 43 | 1 |
| Abdul Latif Mohamed I Al Jaidah | TQES Qatar Electronic Systems Co. (Techno Q) QPSC | QSE | Chairman | 82 Excellent | - | AGM + Ann. | 43 | 1 |
| Khalid Abdulla Bin Thani Bin Abdulla Al-Thani |  QIIK Qatar International Islamic Bank | QSE | Chairman | 81 Excellent | Declining | AGM + Ann. | 261 | 4 |
| Abdullah Bin Thani Bin Abdullah Al-Thani | QIIK Qatar International Islamic Bank | QSE | CEO | 81 Excellent | Stable | AGM + Ann. | 261 | 2 |
| Sheikh Mohammed bin Nawaf bin Nasser bin Khalid Al Thani |  MKDM Mekdam Holding Group Company | QSE | Chairman | 81 Excellent | - | AGM + Ann. | 239 | 1 |
| H.E. Sheikh Mohamed bin Hamad bin Qassim Al Thani |  MARK AlRayan Bank | QSE | Chairman | 79 Excellent | Stable | Announcements | 52 | 0 |
| Clifford William Lasrado |  MHAR Al Mahhar Holding Company QPSC | QSE | CEO | 78 Excellent | Stable | Announcements | 160 | 0 |
| Jassim Bin Hamad Bin Jassim Bin Jaber Al Thani |  QISI Qatar Islamic Insurance Group | QSE | Chairman | 77 Excellent | - | AGM + Ann. | 467 | 1 |
| Khalid Thani Abdullah Thani Al-Thani | QISI Qatar Islamic Insurance Group | QSE | Chairman | 77 Excellent | - | AGM + Ann. | 467 | 1 |
| Turki Khalid Thani Abdullah Al-Thani | QISI Qatar Islamic Insurance Group | QSE | CEO | 77 Excellent | - | AGM + Ann. | 467 | 1 |
| Jamal Abdullah Ahmed Jasim Al-Jamal | QISI Qatar Islamic Insurance Group | QSE | Chairman | 77 Excellent | - | AGM + Ann. | 467 | 1 |
| H.E. Sheikh Hamad bin Abdullah bin Jassim Al Thani |  MEZA Meeza QSTP LLC | QSE | Chairman | 77 Excellent | - | AGM + Ann. | 123 | 1 |
| Mohammad Abbas Elrayes | QISI Qatar Islamic Insurance Group | QSE | Chairman | 77 Excellent | - | AGM + Ann. | 467 | 1 |
| Sheikh Hamad Bin Abdulla Bin Jassim Al-Thani | MEZA Meeza QSTP LLC | QSE | Chairman | 77 Excellent | - | AGM + Ann. | 123 | 1 |
| Mohammed Ali Jumaa Al-Fadala Al-Sulaiti |  QCFS Qatar Cinema & Film Distribution Co. | QSE | Chairman | 75 Excellent | Stable | Announcements | 219 | 0 |
| Aisha Falah Nasser Ahmed Al Thani |  FALH Al Faleh Educational Holding Co. | QSE | Chairman | 75 Excellent | Stable | Announcements | 180 | 0 |
| Eng. Mohammed Abdulla Swidan Al-Aqeedi |  QNNS Qatar Navigation QSC | QSE | CEO | 75 Excellent | Stable | Announcements | 133 | 0 |
| Jassim Bin Hamad Bin Jassim Bin Jaber Al Thani | QNNS Qatar Navigation QSC | QSE | Chairman | 75 Excellent | Stable | Announcements | 133 | 0 |
| Ibrahim Hassan Ahmed Yousuf Al-Shaib |  QEWS Nebras Energy | QSE | CEO | 75 Excellent | Improving | Announcements | 14 | 0 |
| Mohamed Bin Hamad Bin Jassim Bin Jaber Al Thani |  DUBK Dukhan Bank Q.P.S.C. | QSE | CEO | 74 Good | Stable | Announcements | 164 | 0 |
Lowest Scoring Leaders
| Leader | Company | Exchange | Role | LIS | Trend | Source | Ann. | AGM |
|---|---|---|---|---|---|---|---|---|
| Nasser Mohammed Abdullah Marafih |  ORDS Ooredoo Q.P.S.C | QSE | Chairman | 60 Good | - | Announcements | 4 | 0 |
| Abdulrahman Ahmad Al-Shaibi |  QAMC Qatar Aluminium Manufacturing Company | QSE | Chairman | 62 Good | - | Announcements | 3 | 0 |
| Salman Hassan Al-Thani |  MRDS Mazaya Real Estate Development Company | QSE | Chairman | 66 Good | Stable | Announcements | 229 | 0 |
| Abdulaziz Muhammad Saad Al-Tamimi |  QGMD Qatar German For Medical Devices | QSE | CEO | 68 Good | Improving | Announcements | 18 | 0 |
| Saleh Majid Al-Khulaifi | QGMD Qatar German For Medical Devices | QSE | Chairman | 68 Good | Improving | Announcements | 18 | 0 |
| Farhood Hadi Rashid Al-Hajri |  WDAM Widam Food Company Q. S. C | QSE | CEO | 70 Good | Stable | Announcements | 265 | 0 |
| Abdulrahman Hamad Rashed Sraiya Alkaabi | WDAM Widam Food Company Q. S. C | QSE | CEO | 70 Good | Stable | Announcements | 265 | 0 |
| Faisal Abdul Wahid Al Hamadi | WDAM Widam Food Company Q. S. C | QSE | Chairman | 70 Good | Stable | Announcements | 265 | 0 |
| Khalid Abdulla Bin Thani Bin Abdulla Al-Thani |  MCGS Medicare Group QSC | QSE | Chairman | 71 Good | Stable | Announcements | 263 | 0 |
| Faisal Thani Faisal Thani Al-Thani |  QFBQ Lesha Bank L.L.C | QSE | Chairman | 72 Good | Stable | Announcements | 199 | 0 |
| Rashid Fahad Al-Naimi |  VFQS Vodafone Qatar QSC | QSE | CEO | 72 Good | Improving | Announcements | 273 | 0 |
| Salem Khalaf A. A. Al Mannai |  QLMI QLM Life & Medical Insurance Company QPSC | QSE | Chairman | 72 Good | Stable | Announcements | 177 | 0 |
| Yousuf Ahmad Hussain Al-Nama |  IHGS Inma Holding Company | QSE | CEO | 72 Good | Stable | Announcements | 200 | 0 |
| Naseer Hamad A A Al-Sulaiti |  DBIS Dlala Brokerage and Investment Holding Company | QSE | Chairman | 72 Good | Stable | Announcements | 256 | 0 |
| Abdulla Bin Nasser Al Misnad | VFQS Vodafone Qatar QSC | QSE | Chairman | 72 Good | Improving | Announcements | 273 | 0 |
| Mohamed Ali Al-Ghaithani | MEZA Meeza QSTP LLC | QSE | CEO | 72 Good | Stable | Announcements | 123 | 0 |
| Khaled Sultan K Kh Al-Rabban |  QNCD Qatar National Cement Co. | QSE | CEO | 72 Good | Stable | Announcements | 238 | 0 |
| Jassim Bin Hamad Bin Jassim Bin Jaber Al Thani | QIBK Qatar Islamic Bank | QSE | Chairman | 72 Good | Improving | Announcements | 31 | 0 |
| Abdulla Ali A A Al-Misnad | VFQS Vodafone Qatar QSC | QSE | Chairman | 72 Good | Improving | Announcements | 273 | 0 |
| Khalid Bin Thani Al-Thani | VFQS Vodafone Qatar QSC | QSE | Chairman | 72 Good | Improving | Announcements | 273 | 0 |
LIS Component Breakdown — Top 5
Tariq Mohd I Al-Jaidah — TQES (82/100)
"The Chairman shall have the authority to appear before the Documentation Department at the Ministry of Justice, undertake all required procedures, and sign all documents or applications necessary to obtain approvals from the Companies Affairs Department at the Ministry of Commerce and Industry, the Qatar Financial Markets Authority (QFMA), and any other relevant authority or ministry."
Abdul Latif Mohamed I Al Jaidah — TQES (82/100)
"The Chairman shall have the authority to appear before the Documentation Department at the Ministry of Justice, undertake all required procedures, and sign all documents or applications necessary to obtain approvals from the Companies Affairs Department at the Ministry of Commerce and Industry, the Qatar Financial Markets Authority (QFMA), and any other relevant authority or ministry."
Khalid Abdulla Bin Thani Bin Abdulla Al-Thani — QIIK (81/100)
"His Excellency Sheikh Abdullah Thani Abdullah Al Thani was elected as Vice Chairman and Managing Director of the Board of Directors."
Abdullah Bin Thani Bin Abdullah Al-Thani — QIIK (81/100)
"His Excellency Sheikh Abdullah Thani Abdullah Al Thani was elected as Vice Chairman and Managing Director of the Board of Directors."
Sheikh Mohammed bin Nawaf bin Nasser bin Khalid Al Thani — MKDM (81/100)
"The Chairman is authorized to sign the amended Articles of Association and to make any amendments deemed necessary, including appearing before the Documentation Department at the Ministry of Justice and obtaining required approvals from the Companies Affairs Department and Qatar Financial Markets Authority."
All 74 Leaders
| Leader | Company | Exchange | Role | LIS | Trend | Source | Ann. | AGM |
|---|---|---|---|---|---|---|---|---|
| Tariq Mohd I Al-Jaidah | TQES Qatar Electronic Systems Co. (Techno Q) QPSC | QSE | Chairman | 82 Excellent | - | AGM + Ann. | 43 | 1 |
| Abdul Latif Mohamed I Al Jaidah | TQES Qatar Electronic Systems Co. (Techno Q) QPSC | QSE | Chairman | 82 Excellent | - | AGM + Ann. | 43 | 1 |
| Khalid Abdulla Bin Thani Bin Abdulla Al-Thani | QIIK Qatar International Islamic Bank | QSE | Chairman | 81 Excellent | Declining | AGM + Ann. | 261 | 4 |
| Abdullah Bin Thani Bin Abdullah Al-Thani | QIIK Qatar International Islamic Bank | QSE | CEO | 81 Excellent | Stable | AGM + Ann. | 261 | 2 |
| Sheikh Mohammed bin Nawaf bin Nasser bin Khalid Al Thani | MKDM Mekdam Holding Group Company | QSE | Chairman | 81 Excellent | - | AGM + Ann. | 239 | 1 |
| H.E. Sheikh Mohamed bin Hamad bin Qassim Al Thani | MARK AlRayan Bank | QSE | Chairman | 79 Excellent | Stable | Announcements | 52 | 0 |
| Clifford William Lasrado | MHAR Al Mahhar Holding Company QPSC | QSE | CEO | 78 Excellent | Stable | Announcements | 160 | 0 |
| Jassim Bin Hamad Bin Jassim Bin Jaber Al Thani | QISI Qatar Islamic Insurance Group | QSE | Chairman | 77 Excellent | - | AGM + Ann. | 467 | 1 |
| Khalid Thani Abdullah Thani Al-Thani | QISI Qatar Islamic Insurance Group | QSE | Chairman | 77 Excellent | - | AGM + Ann. | 467 | 1 |
| Turki Khalid Thani Abdullah Al-Thani | QISI Qatar Islamic Insurance Group | QSE | CEO | 77 Excellent | - | AGM + Ann. | 467 | 1 |
| Jamal Abdullah Ahmed Jasim Al-Jamal | QISI Qatar Islamic Insurance Group | QSE | Chairman | 77 Excellent | - | AGM + Ann. | 467 | 1 |
| H.E. Sheikh Hamad bin Abdullah bin Jassim Al Thani | MEZA Meeza QSTP LLC | QSE | Chairman | 77 Excellent | - | AGM + Ann. | 123 | 1 |
| Mohammad Abbas Elrayes | QISI Qatar Islamic Insurance Group | QSE | Chairman | 77 Excellent | - | AGM + Ann. | 467 | 1 |
| Sheikh Hamad Bin Abdulla Bin Jassim Al-Thani | MEZA Meeza QSTP LLC | QSE | Chairman | 77 Excellent | - | AGM + Ann. | 123 | 1 |
| Mohammed Ali Jumaa Al-Fadala Al-Sulaiti | QCFS Qatar Cinema & Film Distribution Co. | QSE | Chairman | 75 Excellent | Stable | Announcements | 219 | 0 |
| Aisha Falah Nasser Ahmed Al Thani | FALH Al Faleh Educational Holding Co. | QSE | Chairman | 75 Excellent | Stable | Announcements | 180 | 0 |
| Eng. Mohammed Abdulla Swidan Al-Aqeedi | QNNS Qatar Navigation QSC | QSE | CEO | 75 Excellent | Stable | Announcements | 133 | 0 |
| Jassim Bin Hamad Bin Jassim Bin Jaber Al Thani | QNNS Qatar Navigation QSC | QSE | Chairman | 75 Excellent | Stable | Announcements | 133 | 0 |
| Ibrahim Hassan Ahmed Yousuf Al-Shaib | QEWS Nebras Energy | QSE | CEO | 75 Excellent | Improving | Announcements | 14 | 0 |
| Mohamed Bin Hamad Bin Jassim Bin Jaber Al Thani | DUBK Dukhan Bank Q.P.S.C. | QSE | CEO | 74 Good | Stable | Announcements | 164 | 0 |
| Mohammed bin Hamad J.J Al-Thani |  GWCS Gulf Warehousing Co. | QSE | Chairman | 74 Good | Stable | Announcements | 248 | 0 |
| Fahad Mohammed Jaber Mohammed Al Thani |  DHBK Doha Bank | QSE | Chairman | 74 Good | Stable | Announcements | 324 | 0 |
| Suhaim Bin Abdulla Bin Khalifa Al Thani |  MCCS Mannai Corporation Q.P.S.C. | QSE | Chairman | 74 Good | Stable | Announcements | 301 | 0 |
| Abdulla Bin Fahad Bin Jassim Al-Thani | DUBK Dukhan Bank Q.P.S.C. | QSE | Chairman | 74 Good | Stable | Announcements | 164 | 0 |
| Abdul Rahman Mohamed Al-Thani | DHBK Doha Bank | QSE | CEO | 74 Good | Stable | Announcements | 324 | 0 |
| Mohammed Faisal Qassim Faisal Al-Thani |  AHCS Aamal Company Q.S.C. | QSE | Chairman | 74 Good | Declining | Announcements | 29 | 0 |
| Sheikh Faisal bin Qassim Al Thani | AHCS Aamal Company Q.S.C. | QSE | Chairman | 74 Good | Declining | Announcements | 29 | 0 |
| Sheikh Nasser Mohammad Jabor Al Thani |  ZHCD Zad Holding Co. | QSE | Chairman | 74 Good | Stable | Announcements | 213 | 0 |
| H.E. Sheikh Mohammed Bin Hamad Bin Jassim Al-Thani | DUBK Dukhan Bank Q.P.S.C. | QSE | Chairman | 74 Good | Stable | Announcements | 164 | 0 |
| Sheikh Nawaf Mohammad Jabor Al Thani | ZHCD Zad Holding Co. | QSE | CEO | 74 Good | Stable | Announcements | 213 | 0 |
| Sheikh Mohammed bin Faisal Al Thani | AHCS Aamal Company Q.S.C. | QSE | CEO | 74 Good | Declining | Announcements | 29 | 0 |
| Sheikh Fahad bin Mohammad bin Jabor Al Thani | DHBK Doha Bank | QSE | Chairman | 74 Good | Stable | Announcements | 324 | 0 |
| Sheikh Abdul Rahman bin Mohammad bin Jabor Al Thani | DHBK Doha Bank | QSE | CEO | 74 Good | Stable | Announcements | 324 | 0 |
| Mr. Nasser Khalid Nasser Abdullah Al Misnad | DHBK Doha Bank | QSE | Chairman | 74 Good | Stable | Announcements | 324 | 0 |
| Rana Sulaiman Shami Al-Shlaibi | DHBK Doha Bank | QSE | CEO | 74 Good | Stable | Announcements | 324 | 0 |
| Sheikh Khalid bin Khalifa Al-Thani |  GISS Gulf International Services QSC | QSE | Chairman | 74 Good | Stable | Announcements | 232 | 0 |
| Abdulrahman Mohammed Jaber Al-Thani |  QIMD Qatar Industrial Manufacturing Co. | QSE | Chairman | 73 Good | Stable | Announcements | 264 | 0 |
| Ahmad Saif Al-Sulaiti |  MPHC Mesaieed Petrochemical Holding Company Q.S.C. | QSE | Chairman | 73 Good | Stable | Announcements | 194 | 0 |
| Ramez Mohamed Ruslan Al-Khayyat |  IGRD Estithmar Holding Q.P.S.C | QSE | Chairman | 73 Good | Improving | Announcements | 323 | 0 |
| Abdulla Bin Ali Bin Jabor Al Thani |  CBQK Commercial Bank (Q.S.C.) | QSE | Chairman | 73 Good | Stable | Announcements | 261 | 0 |
| Abdullah Hamad Al Attiyah |  BRES Barwa Real Estate Co. | QSE | Chairman | 73 Good | Stable | Announcements | 214 | 0 |
| His Excellency Mr. Salah bin Ghanem Al-Ali | BRES Barwa Real Estate Co. | QSE | Chairman | 73 Good | Stable | Announcements | 214 | 0 |
| Omar Hussain Alfardan | CBQK Commercial Bank (Q.S.C.) | QSE | Chairman | 73 Good | Stable | Announcements | 261 | 0 |
| Tamim Bin Fahad Mohammed Jaber Al-Thani |  AKHI Al Khaleej Takaful Group | QSE | CEO | 73 Good | Stable | Announcements | 34 | 0 |
| Abdullah Bin Hamad Al Attiyah | BRES Barwa Real Estate Co. | QSE | Chairman | 73 Good | Stable | Announcements | 214 | 0 |
| Thani Bin Abdullah Bin Thani Al Thani |  ERES Ezdan Holding Group | QSE | Chairman | 72 Good | Stable | Announcements | 245 | 0 |
| Rashid Nasser Rashid Sreea Al Kaabi | IHGS Inma Holding Company | QSE | Chairman | 72 Good | Stable | Announcements | 200 | 0 |
| Jehad B. Rahima | QLMI QLM Life & Medical Insurance Company QPSC | QSE | Chairman | 72 Good | Stable | Announcements | 177 | 0 |
| Abdulla Bin Nasser Al Misnad |  QIGD Qatari Investors Group | QSE | Chairman | 72 Good | Stable | Announcements | 315 | 0 |
| Rashid Sarea Al Kaabi | IHGS Inma Holding Company | QSE | Chairman | 72 Good | Stable | Announcements | 200 | 0 |
| Khalid Abdulla Bin Thani Bin Abdulla Al-Thani | QNCD Qatar National Cement Co. | QSE | Chairman | 72 Good | Stable | Announcements | 238 | 0 |
| Yousef Abdulrahman Al Khalaifi | DBIS Dlala Brokerage and Investment Holding Company | QSE | Chairman | 72 Good | Stable | Announcements | 256 | 0 |
| Ahmed Ali Al-Hammadi |  UDCD United Development Co. | QSE | Chairman | 72 Good | Stable | Announcements | 255 | 0 |
| Thani Abdulrahman Shaheen Al-Sheikh Al-Kuwari | DBIS Dlala Brokerage and Investment Holding Company | QSE | Chairman | 72 Good | Stable | Announcements | 256 | 0 |
| Khalid Bin Thani Al-Thani | VFQS Vodafone Qatar QSC | QSE | Chairman | 72 Good | Improving | Announcements | 273 | 0 |
| Abdulla Ali A A Al-Misnad | VFQS Vodafone Qatar QSC | QSE | Chairman | 72 Good | Improving | Announcements | 273 | 0 |
| Jassim Bin Hamad Bin Jassim Bin Jaber Al Thani | QIBK Qatar Islamic Bank | QSE | Chairman | 72 Good | Improving | Announcements | 31 | 0 |
| Khaled Sultan K Kh Al-Rabban | QNCD Qatar National Cement Co. | QSE | CEO | 72 Good | Stable | Announcements | 238 | 0 |
| Mohamed Ali Al-Ghaithani | MEZA Meeza QSTP LLC | QSE | CEO | 72 Good | Stable | Announcements | 123 | 0 |
| Abdulla Bin Nasser Al Misnad | VFQS Vodafone Qatar QSC | QSE | Chairman | 72 Good | Improving | Announcements | 273 | 0 |
| Naseer Hamad A A Al-Sulaiti | DBIS Dlala Brokerage and Investment Holding Company | QSE | Chairman | 72 Good | Stable | Announcements | 256 | 0 |
| Yousuf Ahmad Hussain Al-Nama | IHGS Inma Holding Company | QSE | CEO | 72 Good | Stable | Announcements | 200 | 0 |
| Salem Khalaf A. A. Al Mannai | QLMI QLM Life & Medical Insurance Company QPSC | QSE | Chairman | 72 Good | Stable | Announcements | 177 | 0 |
| Rashid Fahad Al-Naimi | VFQS Vodafone Qatar QSC | QSE | CEO | 72 Good | Improving | Announcements | 273 | 0 |
| Faisal Thani Faisal Thani Al-Thani | QFBQ Lesha Bank L.L.C | QSE | Chairman | 72 Good | Stable | Announcements | 199 | 0 |
| Khalid Abdulla Bin Thani Bin Abdulla Al-Thani | MCGS Medicare Group QSC | QSE | Chairman | 71 Good | Stable | Announcements | 263 | 0 |
| Faisal Abdul Wahid Al Hamadi | WDAM Widam Food Company Q. S. C | QSE | Chairman | 70 Good | Stable | Announcements | 265 | 0 |
| Abdulrahman Hamad Rashed Sraiya Alkaabi | WDAM Widam Food Company Q. S. C | QSE | CEO | 70 Good | Stable | Announcements | 265 | 0 |
| Farhood Hadi Rashid Al-Hajri | WDAM Widam Food Company Q. S. C | QSE | CEO | 70 Good | Stable | Announcements | 265 | 0 |
| Saleh Majid Al-Khulaifi | QGMD Qatar German For Medical Devices | QSE | Chairman | 68 Good | Improving | Announcements | 18 | 0 |
| Abdulaziz Muhammad Saad Al-Tamimi | QGMD Qatar German For Medical Devices | QSE | CEO | 68 Good | Improving | Announcements | 18 | 0 |
| Salman Hassan Al-Thani | MRDS Mazaya Real Estate Development Company | QSE | Chairman | 66 Good | Stable | Announcements | 229 | 0 |
| Abdulrahman Ahmad Al-Shaibi | QAMC Qatar Aluminium Manufacturing Company | QSE | Chairman | 62 Good | - | Announcements | 3 | 0 |
| Nasser Mohammed Abdullah Marafih | ORDS Ooredoo Q.P.S.C | QSE | Chairman | 60 Good | - | Announcements | 4 | 0 |
SouqData provides data for informational purposes only. This does not constitute financial advice, a personal recommendation, or an offer to buy or sell any security. Information may contain errors or be outdated. Always verify data independently and consult a licensed financial adviser before making investment decisions.
Methodology
7 dimensions (total 100 points): Sentiment (0-15), Conviction (0-20), Transparency (0-20), Forward-looking (0-15), Readability (0-10), Topic Diversity (0-10), Low Uncertainty (0-10).
Data sources: AGM Speech Analysis uses Claude AI extraction from QSE AGM/EGM disclosure PDFs for per-speaker scoring. Announcement Proxy derives scores from tone, sentiment, and classification patterns across all company announcements.
Ratings: Excellent (75+), Good (55-74), Fair (35-54), Needs Improvement (<35).
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