AI READY — AI Lens

Executive AI Governance + Microsoft 365 Copilot + Cowork + Copilot Studio + ChatGPT Enterprise Codex + Claude Enterprise | Analysis window: 90 days | Generated: 2026-11-02 17:34

AI Health Score
74
out of 100
Healthy
Combines Copilot adoption, license efficiency, multi-platform maturity and measured GPT/Claude cost concentration.
How is it calculated & how to improve ›
Active AI Users
111
Across all measured platforms
Copilot Adoption
78.6%
88 of 112 licensed
Multi-Platform Users
56
50.5% of active AI users
Measured AI Cost
$14,682.51
GPT/Codex + Claude · 90 days
License Review
15
Strong Copilot optimization signals
Training Opportunity
22
Outlook / Teams-only users
AI Champions
11
Active across all 3 platforms
Top-5 Cost Share
27.5%
Concentration risk: Low
Inactive Copilot Licenses
12
Licensed users with no Copilot activity for 45+ days. Review adoption and license need.
Active Cowork Users
74
Users running multi-step Copilot Cowork work in the last 60 days.
Copilot Interactions · 30 Days
1,979
Audited Microsoft 365 Copilot interactions by licensed users in the last 30 days.

AI Adoption by Platform

Immediate view of where AI is actually being used
88
Microsoft Copilot
38
GPT / Codex
52
Claude

Copilot License Efficiency

Where the licensed population is delivering value — and where management should act
Active Copilot users88
No Copilot 45+ days12
Outlook / Teams only22
Disabled / No Login 45+11
Management signal: 15 strong license-review candidates and 22 targeted enablement candidates.

AI Platform Maturity

Single-platform vs cross-platform AI behavior
111active users
Copilot only35
GPT only5
Claude only15
Copilot + GPT19
Copilot + Claude23
GPT + Claude3
All 311

Measured AI Cost Mix Last 90 days

Operational usage cost only — Microsoft Copilot license price is not included
$14,683measured cost
GPT / Codex$1,052.92 · 7.2%
Claude$13,629.59 · 92.8%
Top 5 concentration27.5%
RiskLow

Department AI Heatmap

Adoption intensity across the top departments in the current dataset
Copilot
GPT
Claude
R&D
82%
89%
36%
Sales
74%
0%
13%
HR
83%
0%
50%
Operations
64%
0%
36%
IT
89%
78%
11%
Percentages represent users in each department who are active on the platform.

Top Measured AI Cost Users

GPT/Codex + Claude measured usage cost in the current analysis window
michal.cohen@aiready.com$967.01
Copilot + GPT/Codex + Claude
yonatan.peretz@aiready.com$881.38
Copilot + GPT/Codex + Claude
liat.bennett@aiready.com$839.31
Copilot + Claude
inbar.segal@aiready.com$761.80
Copilot + GPT/Codex + Claude
sarah.schmidt@aiready.com$582.46
Copilot + GPT/Codex + Claude
High-cost watch: 9 users are at least 2× the average measured user cost (threshold: $386.38).

Management Action Board

Translate analytics directly into management actions
Reclaim / Review
15
Inactive, disabled or sign-in risk signals
Train / Expand
22
Outlook / Teams-only Copilot behavior
AI Champions
11
Capture and scale successful workflows
High Cost Watch
9
At least 2× average measured user cost

Top Management Attention

A short prioritized list — not another operational report
User
Department
Signal
AI Footprint
Recommended Action
ethan.katz@aiready.com
Product
License Review
GPT/Codex + Claude
Validate employment/status and license need
ori.peretz@aiready.com
R&D
License Review
Copilot + GPT/Codex
Remove or reassign Copilot license
liat.harari@aiready.com
Legal
License Review
Claude
Validate employment/status and license need
lior.cohen@aiready.com
Sales
Training
Copilot
Expand usage beyond Outlook/Teams
max.mizrahi@aiready.com
Finance
Training
Copilot
Expand usage beyond Outlook/Teams
michal.cohen@aiready.com
R&D
AI Champion
Copilot + GPT/Codex + Claude
Capture and scale successful workflow
yonatan.peretz@aiready.com
R&D
AI Champion
Copilot + GPT/Codex + Claude
Capture and scale successful workflow
Licensed Users
112
Main Anomalies
29
New Licenses
4
Usage Records Indexed
109

Main Anomalies

AnomalyUserDepartmentJob TitleEnabledLicense AssignedDays Since LicenseLast Successful LoginCopilot Last ActivityPromptsActive DaysIn License GroupRecommendationReason
No Copilot 45+ Adi Novak
adi.novak@aiready.com		 IT IT Administrator True 05/17/2026 17:33:40 169 11/01/2026 17:33:40
1 days		 2026-08-08
87 days		 279 70 True Adoption follow-up User is active but has no recent Copilot activity.
No Copilot 45+ Chloe Miller
chloe.miller@aiready.com		 R&D Team Lead True 06/01/2026 17:33:40 154 10/29/2026 17:33:40
4 days		 2026-06-25
131 days		 104 17 True Adoption follow-up User is active but has no recent Copilot activity.
No Copilot 45+ Gal Katz
gal.katz@aiready.com		 Sales Sales Director True 01/13/2026 17:33:40 293 10/28/2026 17:33:40
5 days		 2026-06-27
129 days		 320 8 True Adoption follow-up User is active but has no recent Copilot activity.
No Copilot 45+ Keren Mizrahi
keren.mizrahi@aiready.com		 Sales Account Executive True 01/05/2026 17:33:40 301 11/01/2026 17:33:40
1 days		 2026-06-28
128 days		 243 96 True Adoption follow-up User is active but has no recent Copilot activity.
No Copilot 45+ Lucas Peretz
lucas.peretz@aiready.com		 Operations Supply Planner True 07/05/2026 17:33:40 120 11/02/2026 17:33:40
0 days		 2026-07-08
118 days		 233 82 True Adoption follow-up User is active but has no recent Copilot activity.
No Copilot 45+ Michal Novak
michal.novak@aiready.com		 R&D DevOps Engineer True 11/11/2025 17:33:40 356 10/31/2026 17:33:40
2 days		 2026-07-23
103 days		 871 42 True Adoption follow-up User is active but has no recent Copilot activity.
No Copilot 45+ Nadav Avraham
nadav.avraham@aiready.com		 Product Product Analyst True 10/20/2025 17:33:40 378 11/02/2026 17:33:40
0 days		 2026-07-21
105 days		 439 60 True Adoption follow-up User is active but has no recent Copilot activity.
No Copilot 45+ Noah Dubois
noah.dubois@aiready.com		 R&D Senior Software Engineer True 05/19/2026 17:33:40 167 10/28/2026 17:33:40
5 days		 2026-08-02
93 days		 78 56 True Adoption follow-up User is active but has no recent Copilot activity.
No Copilot 45+ Noah Turner
noah.turner@aiready.com		 Sales Sales Director True 03/08/2026 17:33:40 239 10/28/2026 17:33:40
5 days		 2026-07-19
107 days		 223 68 True Adoption follow-up User is active but has no recent Copilot activity.
No Copilot 45+ Olivia Barak
olivia.barak@aiready.com		 R&D Team Lead True 07/20/2026 17:33:40 105 10/30/2026 17:33:40
3 days		 2026-08-23
72 days		 58 29 True Adoption follow-up User is active but has no recent Copilot activity.
No Copilot 45+ Roni Harari
roni.harari@aiready.com		 R&D Data Scientist True 07/07/2026 17:33:40 118 10/29/2026 17:33:40
4 days		 2026-07-02
124 days		 892 69 True Adoption follow-up User is active but has no recent Copilot activity.
No Copilot 45+ Yonatan Shapiro
yonatan.shapiro@aiready.com		 Marketing Growth Analyst True 02/23/2026 17:33:40 252 11/02/2026 17:33:40
0 days		 2026-08-26
69 days		 197 108 True Adoption follow-up User is active but has no recent Copilot activity.
No Usage Ella Levi
ella.levi@aiready.com		 Operations Operations Manager True 02/03/2026 17:33:40 272 10/31/2026 17:33:40
2 days
days		 0 0 True Enablement / review Active/licensed user has no Copilot usage record in D180.
No Usage Emily Barak
emily.barak@aiready.com		 HR HR Business Partner True 05/03/2026 17:33:40 183 10/30/2026 17:33:40
3 days
days		 0 0 True Enablement / review Active/licensed user has no Copilot usage record in D180.
No Usage Maya Fischer
maya.fischer@aiready.com		 Sales SDR True 11/10/2025 17:33:40 357 10/30/2026 17:33:40
3 days
days		 0 0 True Enablement / review Active/licensed user has no Copilot usage record in D180.
Disabled Keren Harari
keren.harari@aiready.com		 HR Talent Acquisition False 04/20/2026 17:33:40 196 10/29/2026 17:33:40
4 days		 2026-11-02
1 days		 758 39 True Remove license Account disabled but Copilot license remains assigned.
Disabled Ori Peretz
ori.peretz@aiready.com		 R&D Team Lead False 06/16/2026 17:33:40 139 11/01/2026 17:33:40
1 days		 2026-10-29
5 days		 789 80 True Remove license Account disabled but Copilot license remains assigned.
Missing Group Eitan Avraham
eitan.avraham@aiready.com		 HR People Ops True 05/05/2026 17:33:40 181 11/01/2026 17:33:40
1 days		 2026-10-27
7 days		 583 103 False Review licensing source Copilot SKU exists but user is not a direct member of CG-GLO-Lic-CoPilot.
Missing Group Liat Cohen
liat.cohen@aiready.com		 Sales Account Executive True 12/08/2025 17:33:40 329 10/28/2026 17:33:40
5 days		 2026-10-22
12 days		 393 72 False Review licensing source Copilot SKU exists but user is not a direct member of CG-GLO-Lic-CoPilot.
Missing Group Roni Fischer
roni.fischer@aiready.com		 Sales Account Executive True 04/19/2026 17:33:40 197 10/28/2026 17:33:40
5 days		 2026-10-28
6 days		 429 46 False Review licensing source Copilot SKU exists but user is not a direct member of CG-GLO-Lic-CoPilot.
No Login Chloe Turner
chloe.turner@aiready.com		 HR Talent Acquisition True 03/10/2026 17:33:40 237 08/23/2026 17:33:40
71 days		 2026-07-29
97 days		 882 55 True Review license No recent successful sign-in.
No Login Ethan Katz
ethan.katz@aiready.com		 Product Product Analyst True 03/16/2026 17:33:40 231 07/12/2026 17:33:40
113 days		 2026-08-01
94 days		 300 97 True Review license No recent successful sign-in.
No Login Keren Miller
keren.miller@aiready.com		 Product Product Manager True 01/26/2026 17:33:40 280 09/13/2026 17:33:40
50 days		 2026-08-22
73 days		 346 84 True Review license No recent successful sign-in.
No Login Liat Harari
liat.harari@aiready.com		 Legal Paralegal True 12/09/2025 17:33:40 328 08/10/2026 17:33:40
84 days		 2026-08-10
85 days		 722 65 True Review license No recent successful sign-in.
No Login Maor Avraham
maor.avraham@aiready.com		 Finance FP&A Manager True 07/19/2026 17:33:40 106 08/26/2026 17:33:40
68 days		 2026-07-29
97 days		 588 36 True Review license No recent successful sign-in.
No Login Maya Weiss
maya.weiss@aiready.com		 Operations Operations Manager True 04/21/2026 17:33:40 195 08/29/2026 17:33:40
65 days		 2026-08-06
89 days		 227 33 True Review license No recent successful sign-in.
No Login Michal Avraham
michal.avraham@aiready.com		 Sales SDR True 06/22/2026 17:33:40 133 07/26/2026 17:33:40
99 days		 2026-08-20
75 days		 207 6 True Review license No recent successful sign-in.
No Login Nina Rossi
nina.rossi@aiready.com		 Operations Operations Manager True 06/21/2026 17:33:40 134 08/22/2026 17:33:40
72 days		 2026-07-23
103 days		 738 12 True Review license No recent successful sign-in.
No Login Ron Ben-David
ron.ben-david@aiready.com		 Sales Account Executive True 03/29/2026 17:33:40 218 08/10/2026 17:33:40
84 days		 2026-09-05
59 days		 326 57 True Review license No recent successful sign-in.

New Licenses - Waiting For Usage

Users licensed up to 10 days ago with missing or partial Copilot usage are separated from real anomalies.

StatusUserDepartmentJob TitleEnabledLicense AssignedDays Since LicenseLast LoginLast ActivityPromptsActive DaysIn License GroupRecommendationReason
New License Yonatan Harari
yonatan.harari@aiready.com		 Finance Financial Analyst True 10/31/2026 17:33:40 2 11/02/2026 17:33:40 2026-11-01 0 0 True Wait / check again License assigned 2 days ago and usage is still missing/partial.
New License Sarah Klein
sarah.klein@aiready.com		 IT M365 Architect True 10/29/2026 17:33:40 4 10/31/2026 17:33:40 2026-11-01 0 0 True Wait / check again License assigned 4 days ago and usage is still missing/partial.
New License Leo Klein
leo.klein@aiready.com		 Product Product Manager True 10/28/2026 17:33:40 5 10/30/2026 17:33:40 2026-11-01 0 0 True Wait / check again License assigned 5 days ago and usage is still missing/partial.
New License Nadav Rossi
nadav.rossi@aiready.com		 Customer Success Onboarding Specialist True 10/27/2026 17:33:40 6 10/29/2026 17:33:40 2026-11-01 0 0 True Wait / check again License assigned 6 days ago and usage is still missing/partial.

Outlook / Teams Only

Users with Copilot activity in Outlook and/or Teams and no activity in Chat, Microsoft 365 Copilot app, Word, Excel, PowerPoint, OneNote, Loop or Edge during D180.
Outlook/Teams Only
22
No Chat, Word, Excel, etc.
Total Prompts
675
For this segment
CSV: Outlook/Teams-only users are now included in the Copilot CSV even when they are not otherwise an anomaly. Use ReportCategory, UsageSegment, and HasOnlyOutlookTeams to filter them.

Users Using Only Outlook and/or Teams Copilot

UserDepartmentJob TitlePromptsActive DaysLast ActivityTeamsOutlookChatChat WorkChat WebM365 AppWordExcelPowerPointOneNoteEdgeLoop
Adi Barak
adi.barak@aiready.com		 Operations Supply Planner 50 26 2026-10-23 2026-10-22 2026-10-21
Alex Avraham
alex.avraham@aiready.com		 Legal Paralegal 34 34 2026-11-01 2026-10-29
Alex Oren
alex.oren@aiready.com		 Legal Legal Counsel 49 79 2026-10-26 2026-10-25 2026-10-26
David Carter
david.carter@aiready.com		 Customer Success Onboarding Specialist 52 67 2026-10-30 2026-10-27
Ella Peretz
ella.peretz@aiready.com		 R&D Data Scientist 28 58 2026-10-23 2026-10-20
Inbar Cohen
inbar.cohen@aiready.com		 Legal Paralegal 10 92 2026-10-27 2026-10-26 2026-10-25
Itai Miller
itai.miller@aiready.com		 IT Security Engineer 29 23 2026-10-24 2026-10-20
Itai Navon
itai.navon@aiready.com		 IT Security Engineer 36 88 2026-10-26 2026-10-26
Leo Klein
leo.klein@aiready.com		 Product Product Manager 0 0 2026-11-01 2026-10-31 2026-10-29
Lior Bennett
lior.bennett@aiready.com		 R&D Data Scientist 45 51 2026-10-26 2026-10-25 2026-10-24
Lior Cohen
lior.cohen@aiready.com		 Sales Account Executive 48 38 2026-10-30 2026-10-30
Max Mizrahi
max.mizrahi@aiready.com		 Finance FP&A Manager 39 75 2026-10-30 2026-10-29 2026-10-28
Maya Ben-David
maya.ben-david@aiready.com		 Legal Legal Counsel 57 28 2026-10-28 2026-10-27 2026-10-27
Nadav Rossi
nadav.rossi@aiready.com		 Customer Success Onboarding Specialist 0 0 2026-11-01 2026-10-30 2026-10-31
Nina Navon
nina.navon@aiready.com		 R&D Software Engineer 55 103 2026-11-01 2026-11-01
Olivia Azoulay
olivia.azoulay@aiready.com		 HR People Ops 25 71 2026-10-31 2026-10-30 2026-10-31
Ori Fischer
ori.fischer@aiready.com		 Sales Sales Director 16 81 2026-10-22 2026-10-18
Ron Golan
ron.golan@aiready.com		 Marketing Content Lead 55 54 2026-10-22 2026-10-21 2026-10-22
Sarah Klein
sarah.klein@aiready.com		 IT M365 Architect 0 0 2026-11-01 2026-11-01 2026-11-01
Yonatan Fischer
yonatan.fischer@aiready.com		 HR HR Business Partner 16 94 2026-11-01 2026-10-31 2026-10-31
Yonatan Harari
yonatan.harari@aiready.com		 Finance Financial Analyst 0 0 2026-11-01 2026-10-29 2026-10-28
Zoe Segal
zoe.segal@aiready.com		 Product UX Designer 31 10 2026-10-28 2026-10-27 2026-10-26

ChatGPT Enterprise — Codex Usage

Workspace: 0a1b2c3d-0000-4000-8000-00000000d3m0   |   2026-08-04 to 2026-11-01
Active Users
38
Users with Codex activity
Credits
26322.62
vs previous: 12072.79 (84.72%)
Est. Cost
$1052.92
vs previous: 482.93 (84.73%)
Threads
5847
Turns
43011
vs previous: 19355 (81.82%)
Total Tokens
1,079,227,420
Input + cached + output
Lines Added
890,185
Lines Removed
297,939

Users

UserCreditsCost USDThreadsTurnsTotal TokensUncached InputCached InputOutputLines AddedLines RemovedLast Activity UTCModelsClients
emily.hughes@aiready.com 1261.62 $50.47 281 1918 51,726,420 18,104,244 25,863,210 7,758,965 37,168 13,928 2026-11-01 23:59 gpt-5-codex (885.61); gpt-5.1-codex-mini (376.01) codex-cli (396.29); jetbrains (309.62); codex-web (278.49); vscode (277.22)
adi.katz@aiready.com 1242.22 $49.69 249 1781 50,931,020 17,825,857 25,465,510 7,639,658 38,217 12,680 2026-10-31 23:59 gpt-5-codex (847.42); gpt-5.1-codex-mini (394.8) vscode (345.69); jetbrains (330.61); codex-cli (296.23); codex-web (269.69)
michal.novak@aiready.com 1190.03 $47.61 245 1925 48,791,230 17,076,928 24,395,615 7,318,686 37,783 12,675 2026-11-01 23:59 gpt-5-codex (887.26); gpt-5.1-codex-mini (302.77) jetbrains (423.71); codex-cli (290.01); codex-web (260.38); vscode (215.93)
zoe.segal@aiready.com 1099.79 $43.99 276 2222 45,091,390 15,781,991 22,545,695 6,763,715 40,728 14,293 2026-11-01 23:59 gpt-5-codex (814.13); gpt-5.1-codex-mini (285.66) vscode (334.65); jetbrains (296.82); codex-web (261.04); codex-cli (207.28)
yuval.ben-david@aiready.com 1054.44 $42.18 237 1936 43,232,040 15,131,205 21,616,020 6,484,799 39,731 12,178 2026-10-31 23:59 gpt-5-codex (704.17); gpt-5.1-codex-mini (350.27) codex-cli (313.03); vscode (297.58); jetbrains (266.72); codex-web (177.11)
tamar.peretz@aiready.com 1023.33 $40.94 226 1528 41,956,530 14,684,784 20,978,265 6,293,480 31,931 11,054 2026-11-01 23:59 gpt-5-codex (739.61); gpt-5.1-codex-mini (283.72) vscode (337.18); codex-web (281.29); jetbrains (228.83); codex-cli (176.03)
ori.peretz@aiready.com 1001 $40.04 195 1424 41,041,000 14,364,344 20,520,500 6,156,147 31,092 9,999 2026-11-01 23:59 gpt-5-codex (738.07); gpt-5.1-codex-mini (262.93) codex-cli (309.4); jetbrains (262.3); vscode (236.47); codex-web (192.83)
tom.turner@aiready.com 981.59 $39.27 221 1478 40,245,190 14,085,815 20,122,595 6,036,782 34,680 10,712 2026-11-01 23:59 gpt-5-codex (744.6); gpt-5.1-codex-mini (236.99) codex-web (317.45); vscode (273.15); codex-cli (239.11); jetbrains (151.88)
shira.harari@aiready.com 926.27 $37.05 218 1640 37,977,070 13,291,971 18,988,535 5,696,560 31,242 10,815 2026-10-31 23:59 gpt-5-codex (727.39); gpt-5.1-codex-mini (198.88) codex-web (282.33); jetbrains (245.82); vscode (218.96); codex-cli (179.16)
yonatan.peretz@aiready.com 916.87 $36.67 205 1586 37,591,670 13,157,082 18,795,835 5,638,750 33,904 11,226 2026-11-01 23:59 gpt-5-codex (709.64); gpt-5.1-codex-mini (207.23) codex-cli (285.67); vscode (234.41); jetbrains (220.02); codex-web (176.77)
sarah.schmidt@aiready.com 910.28 $36.41 206 1330 37,321,480 13,062,514 18,660,740 5,598,220 28,452 9,954 2026-11-01 23:59 gpt-5-codex (673.32); gpt-5.1-codex-mini (236.96) vscode (329.21); jetbrains (286.1); codex-web (178.15); codex-cli (116.82)
yuval.schmidt@aiready.com 907.16 $36.29 193 1301 37,193,560 13,017,743 18,596,780 5,579,032 29,187 10,032 2026-10-31 23:59 gpt-5-codex (696.94); gpt-5.1-codex-mini (210.22) codex-cli (259.68); vscode (254.72); codex-web (250.48); jetbrains (142.28)
nadav.dubois@aiready.com 883.37 $35.33 205 1582 36,218,170 12,676,351 18,109,085 5,432,726 31,502 11,056 2026-11-01 23:59 gpt-5-codex (585.15); gpt-5.1-codex-mini (298.22) vscode (234.16); codex-web (232.35); jetbrains (218.8); codex-cli (198.06)
liat.oren@aiready.com 862.08 $34.48 192 1419 35,345,280 12,370,845 17,672,640 5,301,795 28,800 10,426 2026-11-01 23:59 gpt-5-codex (500.68); gpt-5.1-codex-mini (361.4) codex-web (247.24); jetbrains (235.09); vscode (202); codex-cli (177.75)
sarah.mizrahi@aiready.com 856.78 $34.27 178 1370 35,127,980 12,294,793 17,563,990 5,269,199 29,614 9,882 2026-11-01 23:59 gpt-5-codex (609.08); gpt-5.1-codex-mini (247.7) codex-cli (263.23); codex-web (211.97); vscode (192.31); jetbrains (189.27)
nadav.avraham@aiready.com 788.52 $31.54 173 1202 32,329,320 11,315,263 16,164,660 4,849,400 21,416 7,827 2026-10-31 23:59 gpt-5-codex (522.92); gpt-5.1-codex-mini (265.6) codex-web (247.11); codex-cli (203.23); vscode (176.18); jetbrains (162)
olivia.barak@aiready.com 783.33 $31.33 160 1123 32,116,530 11,240,786 16,058,265 4,817,487 26,103 9,175 2026-11-01 23:59 gpt-5-codex (549.7); gpt-5.1-codex-mini (233.63) codex-web (300.51); codex-cli (252.26); jetbrains (155.53); vscode (75.03)
roni.harari@aiready.com 708.85 $28.36 170 1088 29,062,850 10,171,995 14,531,425 4,359,427 26,282 8,122 2026-11-01 23:59 gpt-5-codex (467.53); gpt-5.1-codex-mini (241.32) codex-cli (262.92); jetbrains (154.77); vscode (146.03); codex-web (145.13)
michal.mizrahi@aiready.com 697.72 $27.91 153 1174 28,606,520 10,012,279 14,303,260 4,290,977 20,609 8,049 2026-10-31 23:59 gpt-5-codex (429.23); gpt-5.1-codex-mini (268.49) codex-cli (252.94); codex-web (192.55); jetbrains (145.01); vscode (107.22)
ella.peretz@aiready.com 658.79 $26.35 162 1108 27,010,390 9,453,632 13,505,195 4,051,559 24,615 6,682 2026-11-01 23:59 gpt-5-codex (416.16); gpt-5.1-codex-mini (242.63) codex-cli (236.8); jetbrains (172.06); vscode (148.92); codex-web (101.01)
dana.klein@aiready.com 617.57 $24.7 148 1169 25,320,370 8,862,131 12,660,185 3,798,058 24,006 6,934 2026-11-01 23:59 gpt-5-codex (460.4); gpt-5.1-codex-mini (157.17) jetbrains (187.83); vscode (179.08); codex-web (133.98); codex-cli (116.68)
ethan.katz@aiready.com 577.48 $23.1 151 1011 23,676,680 8,286,833 11,838,340 3,551,500 21,352 6,925 2026-11-01 23:59 gpt-5-codex (381.66); gpt-5.1-codex-mini (195.82) jetbrains (229.88); vscode (136.7); codex-cli (109.36); codex-web (101.54)
inbar.segal@aiready.com 513.56 $20.54 112 741 21,055,960 7,369,587 10,527,980 3,158,396 12,431 5,260 2026-11-01 23:59 gpt-5-codex (402.13); gpt-5.1-codex-mini (111.43) vscode (156.78); codex-cli (136.06); jetbrains (115); codex-web (105.72)
hila.shapiro@aiready.com 503.37 $20.13 119 898 20,638,170 7,223,361 10,319,085 3,095,727 16,928 5,576 2026-10-30 23:59 gpt-5-codex (355.2); gpt-5.1-codex-mini (148.17) codex-web (136.99); vscode (135.07); jetbrains (123.34); codex-cli (107.97)
michal.cohen@aiready.com 493.69 $19.75 123 919 20,241,290 7,084,448 10,120,645 3,036,192 20,146 6,095 2026-11-01 23:59 gpt-5-codex (324.19); gpt-5.1-codex-mini (169.5) vscode (188.94); jetbrains (127.87); codex-web (95.47); codex-cli (81.41)
itai.miller@aiready.com 474.35 $18.97 116 831 19,448,350 6,806,920 9,724,175 2,917,252 17,710 5,778 2026-11-01 23:59 gpt-5-codex (363.82); gpt-5.1-codex-mini (110.53) codex-web (162.88); jetbrains (127.96); vscode (119.72); codex-cli (63.79)
chloe.miller@aiready.com 467.6 $18.7 112 813 19,171,600 6,710,058 9,585,800 2,875,739 15,565 5,516 2026-10-30 23:59 gpt-5-codex (328.66); gpt-5.1-codex-mini (138.94) jetbrains (147.52); codex-web (147.37); vscode (103.85); codex-cli (68.86)
eitan.fischer@aiready.com 464.41 $18.57 88 695 19,040,810 6,664,282 9,520,405 2,856,120 16,400 4,768 2026-10-28 23:59 gpt-5-codex (267.59); gpt-5.1-codex-mini (196.82) vscode (169.89); codex-web (109.33); jetbrains (108.07); codex-cli (77.12)
noah.dubois@aiready.com 439.18 $17.57 81 668 18,006,380 6,302,233 9,003,190 2,700,958 15,999 4,981 2026-10-25 23:59 gpt-5-codex (334.66); gpt-5.1-codex-mini (104.52) vscode (159.02); jetbrains (145.95); codex-web (73.8); codex-cli (60.41)
james.navon@aiready.com 430.09 $17.2 97 777 17,633,690 6,171,789 8,816,845 2,645,052 17,472 4,803 2026-10-31 23:59 gpt-5-codex (311.41); gpt-5.1-codex-mini (118.68) codex-cli (170.25); codex-web (116.92); jetbrains (84.18); vscode (58.74)
ori.shapiro@aiready.com 414.54 $16.58 97 834 16,996,140 5,948,650 8,498,070 2,549,422 16,641 5,438 2026-10-29 23:59 gpt-5-codex (260.81); gpt-5.1-codex-mini (153.73) jetbrains (131.96); codex-web (125.01); codex-cli (79.77); vscode (77.8)
lior.bennett@aiready.com 395.97 $15.84 76 575 16,234,770 5,682,166 8,117,385 2,435,212 10,340 4,567 2026-10-31 23:59 gpt-5-codex (303.99); gpt-5.1-codex-mini (91.98) codex-web (153.66); jetbrains (96.82); codex-cli (92.33); vscode (53.16)
ethan.dubois@aiready.com 357.93 $14.32 74 566 14,675,130 5,136,298 7,337,565 2,201,272 9,694 3,603 2026-10-31 23:59 gpt-5-codex (195.35); gpt-5.1-codex-mini (162.58) vscode (118.98); codex-web (92.21); jetbrains (85.68); codex-cli (61.06)
keren.miller@aiready.com 352.37 $14.1 75 485 14,447,170 5,056,509 7,223,585 2,167,077 11,401 3,481 2026-10-29 23:59 gpt-5-codex (199.09); gpt-5.1-codex-mini (153.28) codex-web (136.44); codex-cli (114.75); vscode (50.84); jetbrains (50.34)
nina.oren@aiready.com 304.13 $12.17 55 539 12,469,330 4,364,266 6,234,665 1,870,400 11,535 3,701 2026-10-23 23:59 gpt-5-codex (248.6); gpt-5.1-codex-mini (55.53) codex-cli (153.73); jetbrains (80.37); vscode (58.45); codex-web (11.58)
nadav.miller@aiready.com 283.73 $11.35 73 541 11,632,930 4,071,526 5,816,465 1,744,942 11,013 3,599 2026-11-01 23:59 gpt-5-codex (224.67); gpt-5.1-codex-mini (59.06) vscode (83.86); codex-cli (79.09); codex-web (77.11); jetbrains (43.67)
itai.navon@aiready.com 246.3 $9.85 50 386 10,098,300 3,534,406 5,049,150 1,514,746 7,441 3,079 2026-11-01 23:59 gpt-5-codex (177.8); gpt-5.1-codex-mini (68.5) vscode (76.79); jetbrains (68.04); codex-web (63.26); codex-cli (38.21)
emily.novak@aiready.com 232.31 $9.29 55 428 9,524,710 3,333,645 4,762,355 1,428,706 11,055 3,070 2026-10-28 23:59 gpt-5-codex (169.85); gpt-5.1-codex-mini (62.46) codex-web (72.62); jetbrains (71.16); codex-cli (53.37); vscode (35.16)

Daily Usage

DateCreditsCost USDThreadsTurnsTotal TokensLines AddedLines Removed
2026-08-04223.69$8.95 513209,171,290 8,7952,414
2026-08-05283.97$11.36 5341911,642,770 8,2562,873
2026-08-06268.45$10.74 6640211,006,450 9,0962,791
2026-08-07270.82$10.83 5942111,103,620 7,7823,302
2026-08-08303.67$12.15 6954712,450,470 11,7863,748
2026-08-09283.46$11.34 7555211,621,860 13,6443,245
2026-08-10225.75$9.03 473829,255,750 7,9183,280
2026-08-11422.03$16.88 8370517,303,230 12,3423,818
2026-08-12331.46$13.26 6947313,589,860 11,6723,747
2026-08-13193.92$7.75 504017,950,720 7,2422,834
2026-08-14252.5$10.1 5742610,352,500 9,2762,063
2026-08-15333.18$13.33 7547913,660,380 9,1793,980
2026-08-16309.54$12.38 6542612,691,140 13,3333,588
2026-08-17258.89$10.36 5645510,614,490 11,7813,008
2026-08-18273.54$10.94 5052311,215,140 9,7852,713
2026-08-19338.15$13.52 7858713,864,150 10,6303,712
2026-08-20288.8$11.55 7254911,840,800 10,4483,371
2026-08-21174.45$6.98 553717,152,450 6,8581,985
2026-08-22362.42$14.5 7654214,859,220 10,1033,831
2026-08-23254.26$10.17 6246310,424,660 7,9293,617
2026-08-24284.43$11.38 5748711,661,630 8,0612,723
2026-08-25231.94$9.28 614229,509,540 8,2692,734
2026-08-26298.49$11.94 6458012,238,090 10,5962,796
2026-08-27297.79$11.91 7259012,209,390 12,3194,235
2026-08-28357.41$14.29 7851614,653,810 10,2863,796
2026-08-29291.2$11.65 5048911,939,200 10,3922,895
2026-08-30273.9$10.96 6144511,229,900 10,4683,693
2026-08-31335.53$13.42 7050813,756,730 8,7653,472
2026-09-01280.64$11.23 5336111,506,240 11,4572,776
2026-09-02360.93$14.44 7449414,798,130 8,7073,239
2026-09-03314.61$12.58 6247212,899,010 8,0484,253
2026-09-04288.19$11.53 5949711,815,790 8,3642,747
2026-09-05281.21$11.25 7256211,529,610 11,7763,327
2026-09-06316.95$12.68 6740812,994,950 9,5622,709
2026-09-07254.08$10.16 5947410,417,280 8,7692,798
2026-09-08330.36$13.22 6457913,544,760 13,1624,068
2026-09-09240.71$9.63 663539,869,110 9,0642,681
2026-09-10300.55$12.02 7952312,322,550 11,3214,038
2026-09-11321.43$12.86 6539113,178,630 9,4693,070
2026-09-12327.53$13.1 5645813,428,730 8,8843,582
2026-09-13279.68$11.19 7352511,466,880 10,3954,431
2026-09-14202.56$8.1 563688,304,960 5,7572,950
2026-09-15271.09$10.84 6553211,114,690 8,0403,113
2026-09-16317.17$12.69 7142213,003,970 11,9244,002
2026-09-17309.59$12.38 5743812,693,190 11,5794,389
2026-09-18308.19$12.33 7350912,635,790 9,3683,735
2026-09-19296.13$11.84 6353312,141,330 10,0182,609
2026-09-20307.55$12.3 7943112,609,550 10,3254,373
2026-09-21312.42$12.5 6946712,809,220 11,4543,932
2026-09-22337.9$13.52 7660113,853,900 11,8914,398
2026-09-23324.32$12.97 6348813,297,120 8,6203,515
2026-09-24291.44$11.66 6451811,949,040 8,8583,191
2026-09-25259.92$10.4 7134610,656,720 9,0142,298
2026-09-26228.43$9.14 544039,365,630 7,3052,231
2026-09-27436.66$17.47 7761917,903,060 10,5935,067
2026-09-28369.55$14.78 6951415,151,550 9,8703,452
2026-09-29395.45$15.82 9568316,213,450 14,8414,358
2026-09-30285.93$11.44 6942411,723,130 9,7593,163
2026-10-01265.37$10.62 5440110,880,170 9,6622,922
2026-10-02265.89$10.63 5844610,901,490 7,1433,296
2026-10-03282.06$11.28 7749711,564,460 11,7604,596
2026-10-04332.33$13.3 8550613,625,530 10,1583,990
2026-10-05346.43$13.86 6749514,203,630 10,2192,961
2026-10-06210.61$8.42 453328,635,010 5,5942,472
2026-10-07315.17$12.61 6565112,921,970 10,9163,834
2026-10-08249.47$9.98 5446010,228,270 10,7702,709
2026-10-09333.18$13.33 6551913,660,380 10,4314,100
2026-10-10229.14$9.17 543989,394,740 7,6104,198
2026-10-11364.45$14.58 8747614,942,450 13,4543,950
2026-10-12252.17$10.09 5742610,338,970 9,0032,872
2026-10-13315.38$12.62 5944512,930,580 9,1653,077
2026-10-14337.17$13.49 6857813,823,970 9,4513,150
2026-10-15346.61$13.87 8861514,211,010 14,7873,942
2026-10-16345.57$13.82 8146814,168,370 11,7003,374
2026-10-17274.97$11 6351711,273,770 9,3603,344
2026-10-18215.47$8.62 645158,834,270 9,6313,330
2026-10-19208.62$8.34 614358,553,420 9,2752,713
2026-10-20225.66$9.03 513969,252,060 6,1622,176
2026-10-21284.15$11.36 5643811,650,150 7,7273,052
2026-10-22196.5$7.86 393928,056,500 7,5862,927
2026-10-23305.15$12.21 5944212,511,150 10,9253,336
2026-10-24307.83$12.31 6030012,621,030 7,4222,211
2026-10-25224.43$8.98 583059,201,630 10,2583,177
2026-10-26288.48$11.54 6147111,827,680 9,4962,289
2026-10-27326.2$13.05 8359113,374,200 13,0443,703
2026-10-28334.82$13.39 7653413,727,620 11,9372,952
2026-10-29252.01$10.08 6041910,332,410 8,9243,181
2026-10-30322.54$12.9 6353813,224,140 9,7682,745
2026-10-31298.87$11.96 7260512,253,670 12,0173,606
2026-11-01291.11$11.64 5652711,935,510 9,6252,995

Models

ModelCreditsCost USDTotal TokensUncached InputCached InputOutput
gpt-5-codex18558.49$742.34 760,898,090266,314,285 380,449,045114,134,721
gpt-5.1-codex-mini7764.13$310.57 318,329,330111,415,245 159,164,66547,749,414

Clients

ClientCreditsCost USDThreadsTurnsTotal Tokens
jetbrains6622.88$264.92 9664830271,538,080
vscode6599.85$264.01 10085040270,593,850
codex-cli6580.12$263.2 9584790269,784,920
codex-web6519.77$260.79 9764880267,310,570

Period Comparison

MetricCurrentPreviousDifference
Credits26322.6214249.8312072.79 (84.72%)
Estimated Cost USD$1052.92$569.99482.93 (84.73%)
Threads584733612486
Turns430112365619355 (81.82%)
Total Tokens1,079,227,420584,243,030494,984,390

Claude Enterprise — Per User Cost

Analysis period (90 days): 2026-08-04 to 2026-11-01 | MTD: 2026-11-01 to 2026-11-01
Analysis Users
52
Analysis Cost
$13,629.59
Analysis List Cost
$16,082.97
Analysis Requests
151,441
MTD Users
52
MTD Cost
$151.51
MTD List Cost
$178.79
MTD Requests
1,682

Analysis Period - Last 90 Days

UserActual CostList CostRequestsDeleted
michal.cohen@aiready.com
Michal Cohen		$947.26$1,117.7710,525False
yonatan.peretz@aiready.com
Yonatan Peretz		$844.71$996.779,385False
liat.bennett@aiready.com
Liat Bennett		$839.31$990.389,326False
inbar.segal@aiready.com
Inbar Segal		$741.26$874.698,236False
sarah.schmidt@aiready.com
Sarah Schmidt		$546.05$644.346,068False
dana.klein@aiready.com
Dana Klein		$540.65$637.986,007False
ben.golan@aiready.com
Ben Golan		$533.45$629.475,928False
olivia.barak@aiready.com
Olivia Barak		$440.80$520.144,898False
maya.segal@aiready.com
Maya Segal		$422.80$498.914,698False
olivia.schmidt@aiready.com
Olivia Schmidt		$350.84$413.993,898False
eitan.fischer@aiready.com
Eitan Fischer		$343.64$405.503,819False
tom.turner@aiready.com
Tom Turner		$340.94$402.313,787False
nadav.miller@aiready.com
Nadav Miller		$338.24$399.123,758False
liat.harari@aiready.com
Liat Harari		$337.34$398.073,749False
tamar.rosen@aiready.com
Tamar Rosen		$273.47$322.693,038False
roni.mizrahi@aiready.com
Roni Mizrahi		$254.58$300.402,829False
yonatan.shapiro@aiready.com
Yonatan Shapiro		$252.78$298.282,809False
lucas.peretz@aiready.com
Lucas Peretz		$251.88$297.212,798False
shani.segal@aiready.com
Shani Segal		$250.98$296.162,789False
zoe.segal@aiready.com
Zoe Segal		$225.80$266.452,510False
omer.azoulay@aiready.com
Omer Azoulay		$224.90$265.382,499False
maya.fischer@aiready.com
Maya Fischer		$223.10$263.262,478False
lena.levi@aiready.com
Lena Levi		$221.30$261.142,458False
leo.golan@aiready.com
Leo Golan		$202.41$238.832,249False
maya.ben-david@aiready.com
Maya Ben-David		$201.51$237.782,240False
inbar.cohen@aiready.com
Inbar Cohen		$198.81$234.592,209False
david.carter@aiready.com
David Carter		$195.21$230.352,168False
omer.biton@aiready.com
Omer Biton		$195.21$230.352,168False
yonatan.harari@aiready.com
Yonatan Harari		$193.41$228.232,150False
alex.barak@aiready.com
Alex Barak		$192.51$227.162,139False
alex.avraham@aiready.com
Alex Avraham		$183.52$216.552,040False
alex.oren@aiready.com
Alex Oren		$172.72$203.801,918False
tamar.schmidt@aiready.com
Tamar Schmidt		$171.82$202.751,909False
maya.weiss@aiready.com
Maya Weiss		$166.42$196.371,849False
olivia.miller@aiready.com
Olivia Miller		$165.52$195.321,840False
ethan.katz@aiready.com
Ethan Katz		$165.52$195.321,840False
olivia.azoulay@aiready.com
Olivia Azoulay		$164.62$194.251,828False
leo.klein@aiready.com
Leo Klein		$163.72$193.201,819False
emily.novak@aiready.com
Emily Novak		$136.74$161.351,520False
yuval.ben-david@aiready.com
Yuval Ben-David		$135.84$160.301,509False
chloe.turner@aiready.com
Chloe Turner		$107.95$127.391,199False
leo.azoulay@aiready.com
Leo Azoulay		$106.15$125.251,179False
yael.novak@aiready.com
Yael Novak		$105.25$124.201,169False
david.ben-david@aiready.com
David Ben-David		$105.25$124.201,169False
ron.golan@aiready.com
Ron Golan		$88.16$104.03980False
nadav.avraham@aiready.com
Nadav Avraham		$76.46$90.22850False
max.friedman@aiready.com
Max Friedman		$50.38$59.44560False
elad.azoulay@aiready.com
Elad Azoulay		$49.48$58.39549False
alex.harari@aiready.com
Alex Harari		$48.58$57.32540False
adi.barak@aiready.com
Adi Barak		$47.68$56.27531False
emily.barak@aiready.com
Emily Barak		$46.78$55.20520False
shira.biton@aiready.com
Shira Biton		$45.88$54.15510False

Month-to-Date Per-User Cost

UserActual CostList CostRequestsDeleted
michal.cohen@aiready.com
Michal Cohen		$10.53$12.43117False
yonatan.peretz@aiready.com
Yonatan Peretz		$9.39$11.08104False
liat.bennett@aiready.com
Liat Bennett		$9.33$11.01104False
inbar.segal@aiready.com
Inbar Segal		$8.24$9.7292False
sarah.schmidt@aiready.com
Sarah Schmidt		$6.07$7.1667False
dana.klein@aiready.com
Dana Klein		$6.01$7.0967False
ben.golan@aiready.com
Ben Golan		$5.93$7.0066False
olivia.barak@aiready.com
Olivia Barak		$4.90$5.7854False
maya.segal@aiready.com
Maya Segal		$4.70$5.5552False
olivia.schmidt@aiready.com
Olivia Schmidt		$3.90$4.6043False
eitan.fischer@aiready.com
Eitan Fischer		$3.82$4.5142False
tom.turner@aiready.com
Tom Turner		$3.79$4.4742False
nadav.miller@aiready.com
Nadav Miller		$3.76$4.4442False
liat.harari@aiready.com
Liat Harari		$3.75$4.4242False
tamar.rosen@aiready.com
Tamar Rosen		$3.04$3.5934False
roni.mizrahi@aiready.com
Roni Mizrahi		$2.83$3.3431False
yonatan.shapiro@aiready.com
Yonatan Shapiro		$2.81$3.3231False
lucas.peretz@aiready.com
Lucas Peretz		$2.80$3.3031False
shani.segal@aiready.com
Shani Segal		$2.79$3.2931False
zoe.segal@aiready.com
Zoe Segal		$2.51$2.9628False
omer.azoulay@aiready.com
Omer Azoulay		$2.50$2.9528False
maya.fischer@aiready.com
Maya Fischer		$2.48$2.9328False
lena.levi@aiready.com
Lena Levi		$2.46$2.9027False
leo.golan@aiready.com
Leo Golan		$2.25$2.6625False
maya.ben-david@aiready.com
Maya Ben-David		$2.24$2.6425False
inbar.cohen@aiready.com
Inbar Cohen		$2.21$2.6125False
david.carter@aiready.com
David Carter		$2.17$2.5624False
omer.biton@aiready.com
Omer Biton		$2.17$2.5624False
yonatan.harari@aiready.com
Yonatan Harari		$2.15$2.5424False
alex.barak@aiready.com
Alex Barak		$2.14$2.5324False
alex.avraham@aiready.com
Alex Avraham		$2.04$2.4123False
alex.oren@aiready.com
Alex Oren		$1.92$2.2721False
tamar.schmidt@aiready.com
Tamar Schmidt		$1.91$2.2521False
maya.weiss@aiready.com
Maya Weiss		$1.85$2.1821False
olivia.miller@aiready.com
Olivia Miller		$1.84$2.1720False
ethan.katz@aiready.com
Ethan Katz		$1.84$2.1720False
olivia.azoulay@aiready.com
Olivia Azoulay		$1.83$2.1620False
leo.klein@aiready.com
Leo Klein		$1.82$2.1520False
emily.novak@aiready.com
Emily Novak		$1.52$1.7917False
yuval.ben-david@aiready.com
Yuval Ben-David		$1.51$1.7817False
chloe.turner@aiready.com
Chloe Turner		$1.20$1.4213False
leo.azoulay@aiready.com
Leo Azoulay		$1.18$1.3913False
yael.novak@aiready.com
Yael Novak		$1.17$1.3813False
david.ben-david@aiready.com
David Ben-David		$1.17$1.3813False
ron.golan@aiready.com
Ron Golan		$0.98$1.1611False
nadav.avraham@aiready.com
Nadav Avraham		$0.85$1.009False
max.friedman@aiready.com
Max Friedman		$0.56$0.666False
elad.azoulay@aiready.com
Elad Azoulay		$0.55$0.656False
alex.harari@aiready.com
Alex Harari		$0.54$0.646False
adi.barak@aiready.com
Adi Barak		$0.53$0.636False
emily.barak@aiready.com
Emily Barak		$0.52$0.616False
shira.biton@aiready.com
Shira Biton		$0.51$0.606False

Cowork Usage & Execution Detail

Cowork activity from Microsoft Purview audit (CopilotInteraction, AppHost = Cowork), snapshot generated . Counts distinguish Events from Sessions (threads). Billing marker: .

Cowork Insights & Savings

Derived from the audit: which tools each Cowork thread used, what it produced and when it ran. Prompt content is not recorded, so recommendations are candidates to confirm with the user.

Agent Recommendations

Each thread is classified by the tools it used: Declarative agent only read Microsoft 365 data (mail, calendar, meetings, files, search) and could run as a declarative agent, which is included for Copilot-licensed users · Flow / Power BI scheduled run that produces the same file or email each time, a deterministic report · Keep in Cowork runs code, builds files, multi-step work.
UserDepartmentRecommendationCredits (period)Declarative-agent threadsFlow threadsCowork threadsEvidenceLast Activity

Recurring Outputs & Scheduled Jobs

Files produced repeatedly → Power BI / flow candidates

Output (dates normalized)UserRuns / VersionsLast

Scheduled Cowork jobs still running

UserRunning sinceLast runEventsOutputs

Monthly Activity

Top Activity Categories, Models & Resources

Cowork Users

Users with last activity more than 100 days before the snapshot are shown separately below.
UserDepartmentEventsSessionsActive DaysCredits (period)Last ActivityDetails
Dormant users
UserDepartmentEventsSessionsLast ActivityDetails

Copilot Studio — Credits & Costs

Upload a PPAC report instead (optional)
Replaces the API data and adds channels and consumption with no signed-in user. Capacity consumption report (Licensing → Copilot Studio → consumption report) and/or Agents report (Licensing → Copilot Studio → Agents → Download). Files stay in this browser.

Copilot Studio — Consumption by User

Users

UserDepartmentBilled (period)Billed MTDLast MonthNon-billedEst. Cost MTDCowork CreditsCowork SessionsAgentsFlowsTop Agent / FlowLast ActivityDetails

Agents & Flows — Inventory, Owners & Cost

Agents & Flows

Agent / FlowTypeEnvironmentOwnerManagerCredits 30dCredits MTDUsers 30dCredits / Uservs Last RunLast ActivityFindings

Action List by Manager

Findings grouped by the owner's manager — one list per accountable person. Export and send to each manager.
ManagerHighMediumLowResources$ / month at stakeOwners

Spending Policies — Cowork, Work IQ & other Copilot Credit services

Tenant Credit Balance by billing method

Policies — period limit used

Where users stand against their per-user limit

Groups assigned to policies

GroupPolicyMembers

Users near or over their limit

UserDepartmentPolicyCredits UsedPer-user LimitUsed %RemainingStatusServices

Savings & Recommendations

Potential savings per month (open items)—

Recommendations

CategoryItemWho$ / monthConfidenceActionEvidenceStatus

People Insights — User, Manager or Department

Pick a scope to see how a person, a manager's team or a department works with AI: common Copilot uses, Cowork work, agents and flows, consumption across your runs, trends and recommendations. Sources are joined by UPN; managers come from Entra ID.

Copilot — Common Uses

Consumption Across My Runs

Working with Cowork

Working with Agents & Flows

Agents and flows used (Copilot Studio credits)

Agent / FlowTypeEnvironmentUsersCredits 30 daysCredits MTDEst. $ 30 daysLast Activity

Agents and flows owned

Agent / FlowTypeOwnerEnvironmentCredits 30 daysFindings

Recommendations

PriorityPersonRecommendationWhyEst. $ / month

Usage & Consumption Trends

People in Scope

PersonDepartmentManagerCopilotPromptsCowork CreditsStudio 30 daysOwnsEst. $ / monthRecs

360 / Chargeback — AI Cost per User & Department

By Department

DepartmentUsersCopilot LicensesCoworkCopilot StudioCodexClaudeTotal / monthPer User

By User

UserDepartmentCopilot LicenseCoworkCopilot StudioCodexClaudeTotal / monthSegment

Power Platform Billing Plans

Copilot Credit Capacity — what is left

Copilot Credit Packages (P3) — utilization & what is left Azure Reservations

PackageStateQtyCreditsUtilization (1d / 7d / 30d)UsedRemainingPurchasedExpiresProjected Run-OutExpires Unused (est.)

Actual Azure Cost by Billing Plan

Billing Plans & Linked Environments

Billing PlanStatusLinked EnvironmentsBilled Credits MTDLast MonthProjected Month-EndEst. Cost MTDAzure Cost MTDAzure Last MonthSubscription / RGCreated

Microsoft 365 Copilot — Popular Activities

The existing Copilot Anomalies tab is unchanged. This separate activity analysis is intended for paid Copilot users only, using Purview Audit CopilotInteraction records grouped by application (AppHost) and agent.

Apps / Workloads

Activity Categories

Activity Categories by User

UserDepartmentActivity CategoryEventsApp / WorkloadLast Seen

Newsletter — AI Pulse

Budget vs actual

Budget linePeriodBudgetSpentUsedSince last runForecast at endRuns outPeopleTrend
Dashboard: C:\Reports\Runs\2026-11-02_1733\AI_FinOps_Governance_20261102_1733.html
Executive CSV: C:\Reports\Runs\2026-11-02_1733\Executive_AI_Insights_20261102_1733.csv
Copilot CSV: C:\Reports\Runs\2026-11-02_1733\Copilot_D180_Anomalies_20261102_1733.csv
Copilot source: https://graph.microsoft.com/beta/reports/getMicrosoft365CopilotUsageUserDetail(period='D180',version='v2')?$format=application/json
Codex source: https://api.chatgpt.com/v1/analytics/codex
Claude source: https://api.anthropic.com/v1/organizations/analytics/user_cost_report
Codex API rows: 3058 | Current rows: 1954 | Previous rows: 1104
Cowork / Activities source: https://graph.microsoft.com/beta/security/auditLog/queries (CopilotInteraction) | Months from cache: 4 | Months queried: 0 (delta: 0) | Records scanned: 0
Modules: Copilot, Codex, Claude, Cowork, CopilotActivities, BillingPlans, CopilotStudio, Inventory, SpendingPolicies | Run time: 0.6 min
Generated by: it.admin@aiready.com