{ "slug": "dp_009-q04-claude", "dp": "dp_009", "files": 480, "qid": "q04", "family": "multi_hop", "prompt": "What was the total amount of money Pacific Health Alliance reimbursed Cypress Grove Counseling for CPT code 90837 for client XY-303, considering the initial denial and subsequent appeal?", "gold": "$442.00 total ($110.50 per-session \u00d7 4 dates of service: 2023-11-06, 2023-11-13, 2023-11-20, 2023-11-27). The initial denial on 2023-12-18 cited lack of medical necessity; the appeal decision on 2024-02-05 overturned the denial and reprocessed the claim at the contracted provider rate.", "agent": "claude", "fs": { "agent": "claude", "success": true, "steps": 40, "inputTokens": 4760895, "outputTokens": 2114, "totalTokens": 4763009, "cost": 71.572, "durationMs": 94963, "answer": "## Answer: $442.00\n\n**Breakdown:**\n- **Initial denial (2023-12-18):** PHA denied the claim entirely for 4 sessions of CPT 90837 (psychotherapy, 60 min) rendered Nov 6, 13, 20, and 27, 2023, citing lack of medical necessity. Reimbursement: **$0.00**\n- **Successful appeal (2024-02-05):** Following Maria Flores's clinical justification and a peer-to-peer review with Dr. Evelyn Reed, the denial was overturned and claim `ref_claim_pha_202312_8451` was reprocessed under the contracted `fin_pha_reimbursement` schedule.\n- **PHA reimbursement rate** for CPT 90837 = **$110.50/session** (per the Q1 billing summary, `agent_memory/staff/notes/2024-03-25_email_q1_billing_summary_issues.md:159`)\n- **Total reimbursed:** 4 sessions \u00d7 $110.50 = **$442.00**", "judgeReason": "covers all asked facts", "toolCalls": 24, "trajectory": [ { "step": 1, "inputTokens": 28191, "outputTokens": 8, "text": "", "toolCalls": [] }, { "step": 2, "inputTokens": 28191, "outputTokens": 8, "text": "", "toolCalls": [ { "name": "Bash", "input": "{\"command\": \"ls /Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_009/agent_memory/\", \"description\": \"List agent_memory directory\"}", "outputPreview": "admin\nce_reading\nclients\nintake_templates\nmemory\nstaff", "outputChars": 54 } ] }, { "step": 3, "inputTokens": 28425, "outputTokens": 55, "text": "", "toolCalls": [ { "name": "Bash", "input": "{\"command\": \"ls -R /Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_009/agent_memory/ | head -100\", \"description\": \"Recursive list of agent_memory\"}", "outputPreview": "admin\nce_reading\nclients\nintake_templates\nmemory\nstaff\n\n/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_009/agent_memory/admin:\nbilling\nscheduling\n\n/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_009/agent_memory/admin/billing:\ninsurance_correspondence\n\n/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/e\u2026", "outputChars": 2711 } ] }, { "step": 4, "inputTokens": 30173, "outputTokens": 59, "text": "", "toolCalls": [ { "name": "Read", "input": "{\"file_path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_009/agent_memory/admin/billing/insurance_correspondence/2023-12-18_pha_denial_xy303.md\"}", "outputPreview": "1\tFrom: clark.omalley@pacifichealthalliance.com\n2\tTo: ben.carter@cypressgrovecounseling.com\n3\tCc: maria.flores@cypressgrovecounseling.com\n4\tDate: Mon, 18 Dec 2023 09:15:32 -0800\n5\tSubject: Claim Denial - Patient ID XY303 - Claim Ref # 202312_8451\n6\t\n7\tDear Mr. Carter,\n8\t\n9\tThis email is to formally notify you of a denial for the recent claim submitted for services rendered to patient identified as\u2026", "outputChars": 33075 } ] }, { "step": 5, "inputTokens": 30173, "outputTokens": 59, "text": "", "toolCalls": [ { "name": "Read", "input": "{\"file_path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_009/agent_memory/admin/billing/insurance_correspondence/2024-02-05_appeal_decision_xy303.md\"}", "outputPreview": "1\tFrom: clark.omalley@pacifichealthalliance.com\n2\tTo: ben.carter@cypressgrovecounseling.com\n3\tDate: Mon, 5 Feb 2024 10:15:32 -0800\n4\tSubject: Re: Appeal Decision - Claim #202312-8451 - Client XY303\n5\t\n6\tDear Mr. Carter,\n7\t\n8\tThis email serves as formal notification regarding the appeal for claim number **ref_claim_pha_202312_8451**, associated with client **ref_client_xy303**.\n9\t\n10\tFollowing the \u2026", "outputChars": 39874 } ] }, { "step": 6, "inputTokens": 55931, "outputTokens": 47, "text": "", "toolCalls": [] }, { "step": 7, "inputTokens": 55931, "outputTokens": 47, "text": "I have the appeal context. Now I need the actual dollar amounts. Let me check the EOPs batch, payment policy, and second denial documents.", "toolCalls": [] }, { "step": 8, "inputTokens": 55931, "outputTokens": 47, "text": "", "toolCalls": [ { "name": "Read", "input": "{\"file_path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_009/agent_memory/admin/billing/insurance_correspondence/2024-02-28_eops_batch_pha.md\"}", "outputPreview": "1\tMEMORANDUM\n2\t\n3\tTO: Billing Department Staff, Cypress Grove Counseling\n4\tFROM: Ben Carter, Administrative & Billing Coordinator\n5\tDATE: February 28, 2024\n6\tRE: Pacific Health Alliance (PHA) - February 2024 EOB Batch Reconciliation and Analysis\n7\t\n8\tThis memo provides a detailed reconciliation of the Explanation of Payment (EOP) statements received from Pacific Health Alliance (PHA) for services \u2026", "outputChars": 31424 } ] }, { "step": 9, "inputTokens": 55931, "outputTokens": 47, "text": "", "toolCalls": [ { "name": "Read", "input": "{\"file_path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_009/agent_memory/admin/billing/insurance_correspondence/2023-11-28_payment_policy_update_notice.md\"}", "outputPreview": "1\tFrom: Ben Carter \n2\tTo: All Cypress Grove Counseling Clients \n3\tDate: Tue, 28 Nov 2023 09:15:00 -0800\n4\tSubject: Important Update to Cypress Grove Counseling's Payment Policy\n5\t\n6\tDear Cypress Grove Client,\n7\t\n8\tThis email is to inform you of a minor update to our practice's payment policy, specifically concerning late ca\u2026", "outputChars": 43585 } ] }, { "step": 10, "inputTokens": 55931, "outputTokens": 47, "text": "", "toolCalls": [ { "name": "Read", "input": "{\"file_path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_009/agent_memory/admin/billing/insurance_correspondence/2024-04-10_incorrect_payment_notice.md\"}", "outputPreview": "1\tFrom: ben.carter@cypressgrovecounseling.com\n2\tTo: maria.flores@cypressgrovecounseling.com\n3\tDate: Wed, 10 Apr 2024 09:17:23 -0700\n4\tSubject: Issue with CBH EOP - Client J.P. (DOB 08/15/1995)\n5\t\n6\tHi Maria,\n7\t\n8\tHope you're having a decent week. Mine's been a bit of a blur, trying to get through this mountain of EOPs. It's that time of the month again, you know? Piles and piles of paper, or rathe\u2026", "outputChars": 46210 } ] }, { "step": 11, "inputTokens": 106667, "outputTokens": 66, "text": "", "toolCalls": [] }, { "step": 12, "inputTokens": 106667, "outputTokens": 66, "text": "Let me check the XY-303 client file directly and the appeal justification document.", "toolCalls": [] }, { "step": 13, "inputTokens": 106667, "outputTokens": 66, "text": "", "toolCalls": [ { "name": "Glob", "input": "{\"pattern\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_009/agent_memory/clients/**/*xy*\"}", "outputPreview": "No files found", "outputChars": 14 } ] }, { "step": 14, "inputTokens": 106667, "outputTokens": 66, "text": "", "toolCalls": [ { "name": "Glob", "input": "{\"pattern\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_009/agent_memory/clients/**/XY*\"}", "outputPreview": "No files found", "outputChars": 14 } ] }, { "step": 15, "inputTokens": 106667, "outputTokens": 66, "text": "", "toolCalls": [ { "name": "Bash", "input": "{\"command\": \"ls /Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_009/agent_memory/clients/ | grep -i \\\"xy\\\\|303\\\"\", \"description\": \"Find XY-303 client folder\"}", "outputPreview": "xy-303\nxy-404", "outputChars": 13 } ] }, { "step": 16, "inputTokens": 107504, "outputTokens": 70, "text": "", "toolCalls": [ { "name": "Bash", "input": "{\"command\": \"ls /Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_009/agent_memory/clients/xy-303/\", \"description\": \"List xy-303 client folder\"}", "outputPreview": "admin\nnotes", "outputChars": 11 } ] }, { "step": 17, "inputTokens": 107679, "outputTokens": 68, "text": "", "toolCalls": [ { "name": "Bash", "input": "{\"command\": \"ls -la /Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_009/agent_memory/clients/xy-303/admin/ /Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_009/agent_memory/clients/xy-303/notes/\", \"description\": \"List xy-303 subfolders\"}", "outputPreview": "/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_009/agent_memory/clients/xy-303/admin/:\ntotal 80\ndrwxr-xr-x@ 3 prasanna staff 96 May 13 03:29 .\ndrwxr-xr-x@ 4 prasanna staff 128 May 13 03:29 ..\n-rw-r--r--@ 1 prasanna staff 39009 May 13 01:04 intake_form_2023-11-08.md\n\n/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspa\u2026", "outputChars": 1501 } ] }, { "step": 18, "inputTokens": 108782, "outputTokens": 45, "text": "", "toolCalls": [] }, { "step": 19, "inputTokens": 108782, "outputTokens": 45, "text": "", "toolCalls": [ { "name": "Read", "input": "{\"file_path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_009/agent_memory/admin/billing/insurance_correspondence/2024-04-18_second_denial_xy303.md\"}", "outputPreview": "1\tFrom: clark.omalley@pacifichealthalliance.com\n2\tTo: ben.carter@cypressgrovecounseling.com\n3\tDate: Thu, 18 Apr 2024 10:15:37 -0700\n4\tSubject: RE: Claim Denial - Client XY-303 - Date of Service: 2024-03-12\n5\t\n6\tMr. Carter,\n7\t\n8\tThank you for your follow-up regarding claim ID PHA987654321 for client ref_client_xy303.\n9\t\n10\tUpon review of the claim submitted for services rendered on 2024-03-12, and \u2026", "outputChars": 56517 } ] }, { "step": 20, "inputTokens": 108782, "outputTokens": 45, "text": "", "toolCalls": [ { "name": "Read", "input": "{\"file_path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_009/agent_memory/admin/billing/insurance_correspondence/2023-12-20_appeal_justification_xy303.md\"}", "outputPreview": "1\tFrom: ben.carter@cypressgrovecounseling.com\n2\tTo: maria.flores@cypressgrovecounseling.com\n3\tDate: Mon, 18 Dec 2023 15:32:10 -0800\n4\tSubject: FW: Claim Denial - Client XY-303 - Pacific Health Alliance\n5\t\n6\tMaria,\n7\t\n8\tCan you please provide a clinical justification for an appeal on this denial for client XY-303? The insurance company is citing lack of medical necessity for continued weekly sessio\u2026", "outputChars": 31399 } ] }, { "step": 21, "inputTokens": 140441, "outputTokens": 49, "text": "", "toolCalls": [] }, { "step": 22, "inputTokens": 140441, "outputTokens": 49, "text": "I need to find the specific reimbursement rate for client XY-303. Let me check the client's intake form for plan details.", "toolCalls": [] }, { "step": 23, "inputTokens": 140441, "outputTokens": 49, "text": "", "toolCalls": [ { "name": "Grep", "input": "{\"pattern\": \"fin_pha_reimbursement|reimburs|copay|co-pay|\\\\$1[0-9]|rate\", \"path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_009/agent_memory/clients/xy-303/admin/intake_form_2023-11-08.md\", \"output_mode\": \"content\", \"-n\": true}", "outputPreview": "71:[Omitted long matching line]\n117:*These are preliminary observations from the intake session and will be elaborated upon by Maria Flores.*\n121:* **Speech:** Normal rate, rhythm, and volume. Articulate.\n147:1. **Develop and implement effective stress management techniques:** Client will learn and practice at least two new coping strategies for managing acute stress responses within the first \u2026", "outputChars": 1818 } ] }, { "step": 24, "inputTokens": 140441, "outputTokens": 49, "text": "", "toolCalls": [ { "name": "Read", "input": "{\"file_path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_009/agent_memory/admin/billing/insurance_correspondence/2024-01-10_client_copay_invoice.md\"}", "outputPreview": "1\tFrom: ben.carter@cypressgrovecounseling.com\n2\tTo: client_ab101@email.com\n3\tDate: Wed, 10 Jan 2024 09:15:32 -0800\n4\tSubject: Overdue Payment Notification - Invoice #CG2023-8879\n5\t\n6\tDear Client AB-101,\n7\t\n8\tThis email serves as a friendly reminder regarding an outstanding balance on your account with Cypress Grove Counseling. Our records indicate that invoice #CG2023-8879, for the amount of $150.\u2026", "outputChars": 40924 } ] }, { "step": 25, "inputTokens": 156203, "outputTokens": 41, "text": "", "toolCalls": [] }, { "step": 26, "inputTokens": 156203, "outputTokens": 41, "text": "", "toolCalls": [ { "name": "Read", "input": "{\"file_path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_009/agent_memory/clients/xy-303/admin/intake_form_2023-11-08.md\", \"offset\": 60, \"limit\": 230}", "outputPreview": "60\t\n61\t* **Insurance Provider:** BlueCross BlueShield of Oregon\n62\t* **Policy Number:** [REDACTED FOR PRIVACY]\n63\t* **Group Number:** [REDACTED FOR PRIVACY]\n64\t* **Subscriber Name:** [REDACTED FOR PRIVACY] (Client's Spouse)\n65\t* **Subscriber Date of Birth:** [REDACTED FOR PRIVACY]\n66\t* **Relationship to Subscriber:** Spouse\n67\t* **Authorization Status:** Pending Verification\n68\t* *\u2026", "outputChars": 25243 } ] }, { "step": 27, "inputTokens": 164934, "outputTokens": 68, "text": "", "toolCalls": [] }, { "step": 28, "inputTokens": 164934, "outputTokens": 68, "text": "Let me check the appeal followup document and peer review request for explicit amounts.", "toolCalls": [] }, { "step": 29, "inputTokens": 164934, "outputTokens": 68, "text": "", "toolCalls": [ { "name": "Read", "input": "{\"file_path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_009/agent_memory/admin/billing/insurance_correspondence/2024-01-25_pha_appeal_followup_xy303.md\", \"limit\": 100}", "outputPreview": "1\tFrom: Ben Carter \n2\tTo: Clark O'Malley \n3\tDate: Fri, 22 Dec 2023 14:15:32 -0800\n4\tSubject: Appeal Submission - Claim ref_claim_pha_202312_8451 - Client ref_client_xy303\n5\t\n6\tDear Mr. O'Malley,\n7\t\n8\tPlease accept this email as formal notification that Cypress Grove Counseling is submitting an appeal for the denial of servi\u2026", "outputChars": 7564 } ] }, { "step": 30, "inputTokens": 164934, "outputTokens": 68, "text": "", "toolCalls": [ { "name": "Read", "input": "{\"file_path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_009/agent_memory/admin/billing/insurance_correspondence/2024-01-26_pha_peer_review_request_xy303.md\", \"limit\": 100}", "outputPreview": "1\tFrom: clark.omalley@pacifichealthalliance.com\n2\tTo: ben.carter@cypressgrovecounseling.com\n3\tDate: Fri, 26 Jan 2024 10:15:02 -0800\n4\tSubject: Re: [External] Follow Up: Appeal of Claim Denial - Client XY303 - Policy Ref: ref_claim_pha_202312_8451\n5\t\n6\tDear Mr. Carter,\n7\t\n8\tThank you for your patience and for following up regarding the appeal for client ref_client_xy303. I have reviewed the submitt\u2026", "outputChars": 7008 } ] }, { "step": 31, "inputTokens": 164934, "outputTokens": 68, "text": "", "toolCalls": [ { "name": "Grep", "input": "{\"pattern\": \"XY-?303|xy303|xy_303|XY_303\", \"path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_009/agent_memory/admin/billing/insurance_correspondence/2024-02-28_eops_batch_pha.md\", \"output_mode\": \"content\", \"-n\": true}", "outputPreview": "No matches found", "outputChars": 16 } ] }, { "step": 32, "inputTokens": 171775, "outputTokens": 49, "text": "", "toolCalls": [] }, { "step": 33, "inputTokens": 171775, "outputTokens": 49, "text": "", "toolCalls": [ { "name": "Grep", "input": "{\"pattern\": \"fin_pha_reimbursement\", \"path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_009/agent_memory\", \"output_mode\": \"files_with_matches\"}", "outputPreview": "Found 6 files\nagent_memory/staff/notes/2024-03-25_email_q1_billing_summary_issues.md\nagent_memory/admin/billing/insurance_correspondence/2024-03-29_billing_report_q1_email.md\nagent_memory/admin/billing/insurance_correspondence/2024-02-28_eops_batch_pha.md\nagent_memory/admin/billing/insurance_correspondence/2023-12-18_pha_denial_xy303.md\nagent_memory/admin/billing/insurance_correspondence/2024-02-0\u2026", "outputChars": 512 } ] }, { "step": 34, "inputTokens": 171775, "outputTokens": 49, "text": "", "toolCalls": [ { "name": "Grep", "input": "{\"pattern\": \"90837.{0,200}\\\\$[0-9]+|fin_pha.{0,100}\\\\$[0-9]+|PHA.{0,80}\\\\$1[0-9][0-9]\", \"path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_009/agent_memory\", \"output_mode\": \"content\", \"-n\": true}", "outputPreview": "agent_memory/intake_templates/good_faith_estimate_template.md:92:[Omitted long matching line]\nagent_memory/memory/reference/billing_codes_and_policies_guide.md:104:| `med_cpt_90837` | Psychotherapy, 60 min | $145.00 | Requires 53-60 min direct contact |\nagent_memory/memory/reference/billing_codes_and_policies_guide.md:152:| `med_cpt_90837` | Psychotherapy, \u2026", "outputChars": 4017 } ] }, { "step": 35, "inputTokens": 174112, "outputTokens": 49, "text": "", "toolCalls": [] }, { "step": 36, "inputTokens": 174112, "outputTokens": 49, "text": "Found the key fact. Let me verify against the Q1 billing report.", "toolCalls": [] }, { "step": 37, "inputTokens": 174112, "outputTokens": 49, "text": "", "toolCalls": [ { "name": "Grep", "input": "{\"pattern\": \"fin_pha_reimbursement|110\\\\.50|XY-?303|xy303\", \"path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_009/agent_memory/admin/billing/insurance_correspondence/2024-03-29_billing_report_q1_email.md\", \"output_mode\": \"content\", \"-n\": true}", "outputPreview": "15:[Omitted long matching line]", "outputChars": 31 } ] }, { "step": 38, "inputTokens": 174112, "outputTokens": 49, "text": "", "toolCalls": [ { "name": "Grep", "input": "{\"pattern\": \"fin_pha_reimbursement.{0,50}\\\\$|PHA.{0,40}rate.{0,40}\\\\$|110\\\\.50\", \"path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_009/agent_memory/staff/notes/2024-03-25_email_q1_billing_summary_issues.md\", \"output_mode\": \"content\", \"-n\": true}", "outputPreview": "13:[Omitted long matching line]\n159:As we discussed, the primary concern is the average CBH reimbursement rate of [financial] fin_cbh_reimbursement: $105.75 for CPT 90837, which is notably lower than the [financial] fin_pha_reimbursement: $110.50 from PHA and significantly below historical averages we've seen from CBH themselves in previous quarters. We need to get this trend reversed or at least \u2026", "outputChars": 892 } ] }, { "step": 39, "inputTokens": 175305, "outputTokens": 63, "text": "", "toolCalls": [] }, { "step": 40, "inputTokens": 175305, "outputTokens": 63, "text": "## Answer: $442.00\n\n**Breakdown:**\n- **Initial denial (2023-12-18):** PHA denied the claim entirely for 4 sessions of CPT 90837 (psychotherapy, 60 min) rendered Nov 6, 13, 20, and 27, 2023, citing lack of medical necessity. Reimbursement: **$0.00**\n- **Successful appeal (2024-02-05):** Following Maria Flores's clinical justification and a peer-to-peer review with Dr. Evelyn Reed, the denial was overturned and claim `ref_claim_pha_202312_8451` was reprocessed under the contracted `fin_pha_reimbursement` schedule.\n- **PHA reimbursement rate** for CPT 90837 = **$110.50/session** (per the Q1 billing summary, `agent_memory/staff/notes/2024-03-25_email_q1_billing_summary_issues.md:159`)\n- **Total reimbursed:** 4 sessions \u00d7 $110.50 = **$442.00**", "toolCalls": [] } ] }, "smfs": { "agent": "claude", "success": false, "steps": 17, "inputTokens": 811692, "outputTokens": 683, "totalTokens": 812375, "cost": 12.2266, "durationMs": 60509, "answer": "Based on the records in `agent_memory/`, here's the breakdown:\n\n**Claim:** PHA-202312-8451 (`ref_claim_pha_202312_8451`) for client XY-303\n\n**Dates of service (4 sessions, all CPT 90837):**\n- November 6, 13, 20, 27, 2023\n\n**Initial denial (2023-12-18):** $0 \u2014 the entire claim was \"deemed not payable under the member's plan benefits. No reimbursement will be issued for the services billed.\" (`staff/notes/2023-12-18_internal_fwd_pha_denial_xy303.md:44-53`)\n\n**Appeal outcome (approved 2024-01-15, formal letter 2024-02-05):** Reprocessed at the contracted in-network rate of **$145.00 per session** for CPT 90837 (`memory/reference/billing_codes_and_policies_guide.md` \u2014 case study 5.3 and the in-network rate table in \u00a73.1.1).\n\n**Total reimbursed = 4 \u00d7 $145.00 = $580.00**", "judgeReason": "The candidate stated the total reimbursement was $580.00 instead of the correct $442.00.", "toolCalls": 10, "trajectory": [ { "step": 1, "inputTokens": 30820, "outputTokens": 0, "text": "", "toolCalls": [] }, { "step": 2, "inputTokens": 30820, "outputTokens": 0, "text": "", "toolCalls": [ { "name": "Bash", "input": "{\"command\": \"smfs grep \\\"Pacific Health Alliance reimbursement CPT 90837 client XY-303\\\" /Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/smfs/dp_009/agent_memory/\", \"description\": \"Search agent memory for the reimbursement details\"}", "outputPreview": "# supermemory semantic search \u2014 10 results for \"Pacific Health Alliance reimbursement CPT 90837 client XY-303\"\n# searches by meaning across files in this container. usage:\n# grep \"natural language query\" search all files\n# grep \"query\" path/to/dir/ search within directory\n# output: :-: (chunk text is verbatim from the file)\n\n/admin/b\u2026", "outputChars": 10263 } ] }, { "step": 3, "inputTokens": 34827, "outputTokens": 41, "text": "", "toolCalls": [ { "name": "Bash", "input": "{\"command\": \"smfs grep \\\"reimbursement amount paid dollars 90837 sessions appeal approved\\\" /Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/smfs/dp_009/agent_memory/\", \"description\": \"Search for the dollar amount reimbursed\"}", "outputPreview": "# supermemory semantic search \u2014 10 results for \"reimbursement amount paid dollars 90837 sessions appeal approved\"\n# searches by meaning across files in this container. usage:\n# grep \"natural language query\" search all files\n# grep \"query\" path/to/dir/ search within directory\n# output: :-: (chunk text is verbatim from the file)\n\n/memo\u2026", "outputChars": 8576 } ] }, { "step": 4, "inputTokens": 38106, "outputTokens": 57, "text": "", "toolCalls": [] }, { "step": 5, "inputTokens": 38106, "outputTokens": 57, "text": "", "toolCalls": [ { "name": "Bash", "input": "{\"command\": \"smfs grep \\\"three sessions November contracted rate 145 total reimbursed claim 8451\\\" /Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/smfs/dp_009/agent_memory/\", \"description\": \"Search for number of sessions and total reimbursed\"}", "outputPreview": "# supermemory semantic search \u2014 10 results for \"three sessions November contracted rate 145 total reimbursed claim 8451\"\n# searches by meaning across files in this container. usage:\n# grep \"natural language query\" search all files\n# grep \"query\" path/to/dir/ search within directory\n# output: :-: (chunk text is verbatim from the file)\u2026", "outputChars": 8256 } ] }, { "step": 6, "inputTokens": 38106, "outputTokens": 57, "text": "", "toolCalls": [ { "name": "Bash", "input": "{\"command\": \"smfs grep \\\"remittance advice claim 8451 paid amount\\\" /Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/smfs/dp_009/agent_memory/\", \"description\": \"Search for remittance details\"}", "outputPreview": "# supermemory semantic search \u2014 10 results for \"remittance advice claim 8451 paid amount\"\n# searches by meaning across files in this container. usage:\n# grep \"natural language query\" search all files\n# grep \"query\" path/to/dir/ search within directory\n# output: :-: (chunk text is verbatim from the file)\n\n/admin/billing/insurance_corr\u2026", "outputChars": 10677 } ] }, { "step": 7, "inputTokens": 45283, "outputTokens": 46, "text": "", "toolCalls": [] }, { "step": 8, "inputTokens": 45283, "outputTokens": 46, "text": "", "toolCalls": [ { "name": "Bash", "input": "{\"command\": \"smfs grep \\\"XY-303 November 6 13 20 27 reimbursed billed amount EOP\\\" /Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/smfs/dp_009/agent_memory/admin/billing/insurance_correspondence/2024-02-28_eops_batch_pha.md\", \"description\": \"Find specific XY-303 reimbursement amounts\"}", "outputPreview": "# supermemory semantic search \u2014 10 results for \"XY-303 November 6 13 20 27 reimbursed billed amount EOP\"\n# searches by meaning across files in this container. usage:\n# grep \"natural language query\" search all files\n# grep \"query\" path/to/dir/ search within directory\n# output: :-: (chunk text is verbatim from the file)\n\n/admin/billing\u2026", "outputChars": 11342 } ] }, { "step": 9, "inputTokens": 51561, "outputTokens": 43, "text": "", "toolCalls": [] }, { "step": 10, "inputTokens": 51561, "outputTokens": 43, "text": "", "toolCalls": [ { "name": "Grep", "input": "{\"pattern\": \"XY-?303\", \"path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/smfs/dp_009/agent_memory/admin/billing/insurance_correspondence/2024-02-28_eops_batch_pha.md\", \"output_mode\": \"content\", \"-C\": 2}", "outputPreview": "No matches found", "outputChars": 16 } ] }, { "step": 11, "inputTokens": 51561, "outputTokens": 43, "text": "", "toolCalls": [ { "name": "Grep", "input": "{\"pattern\": \"XY-?303\", \"path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/smfs/dp_009/agent_memory/\", \"output_mode\": \"files_with_matches\"}", "outputPreview": "Found 35 files\nclients/ef-102/admin/intake_form_2023-11-10.md\nclients/ij-501/notes/2024-02-06_session_note.md\nclients/ij-501/notes/2024-01-09_session_note.md\nclients/ij-501/notes/2024-03-05_session_note.md\nclients/ij-501/notes/2023-11-07_session_note.md\nclients/xy-303/admin/intake_form_2023-11-08.md\nclients/xy-303/notes/2024-01-22_session_note.md\nclients/xy-303/notes/2023-11-27_session_note.md\ncli\u2026", "outputChars": 1874 } ] }, { "step": 12, "inputTokens": 52986, "outputTokens": 42, "text": "", "toolCalls": [ { "name": "Bash", "input": "{\"command\": \"smfs grep \\\"claim 8451 paid total $145 contracted rate 4 sessions $580\\\" /Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/smfs/dp_009/agent_memory/\", \"description\": \"Search for total paid amount across sessions\"}", "outputPreview": "# supermemory semantic search \u2014 10 results for \"claim 8451 paid total contracted rate 4 sessions \"\n# searches by meaning across files in this container. usage:\n# grep \"natural language query\" search all files\n# grep \"query\" path/to/dir/ search within directory\n# output: :-: (chunk text is verbatim from the file)\n\n/staff/notes/2023-1\u2026", "outputChars": 10524 } ] }, { "step": 13, "inputTokens": 52986, "outputTokens": 42, "text": "", "toolCalls": [ { "name": "Bash", "input": "{\"command\": \"smfs grep \\\"reimbursement strategy 145 per session XY303 contracted rate after appeal\\\" /Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/smfs/dp_009/agent_memory/admin/\", \"description\": \"Search admin folder for reimbursement details\"}", "outputPreview": "# supermemory semantic search \u2014 10 results for \"reimbursement strategy 145 per session XY303 contracted rate after appeal\"\n# searches by meaning across files in this container. usage:\n# grep \"natural language query\" search all files\n# grep \"query\" path/to/dir/ search within directory\n# output: :-: (chunk text is verbatim from the fil\u2026", "outputChars": 10570 } ] }, { "step": 14, "inputTokens": 60998, "outputTokens": 39, "text": "", "toolCalls": [] }, { "step": 15, "inputTokens": 60998, "outputTokens": 39, "text": "", "toolCalls": [ { "name": "Bash", "input": "{\"command\": \"smfs grep \\\"contracted rate 145 per session 90837 PHA Cypress Grove\\\" /Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/smfs/dp_009/agent_memory/memory/reference/billing_codes_and_policies_guide.md\", \"description\": \"Find contracted rate context\"}", "outputPreview": "# supermemory semantic search \u2014 10 results for \"contracted rate 145 per session 90837 PHA Cypress Grove\"\n# searches by meaning across files in this container. usage:\n# grep \"natural language query\" search all files\n# grep \"query\" path/to/dir/ search within directory\n# output: :-: (chunk text is verbatim from the file)\n\n/memory/refere\u2026", "outputChars": 6053 } ] }, { "step": 16, "inputTokens": 63845, "outputTokens": 44, "text": "", "toolCalls": [] }, { "step": 17, "inputTokens": 63845, "outputTokens": 44, "text": "Based on the records in `agent_memory/`, here's the breakdown:\n\n**Claim:** PHA-202312-8451 (`ref_claim_pha_202312_8451`) for client XY-303\n\n**Dates of service (4 sessions, all CPT 90837):**\n- November 6, 13, 20, 27, 2023\n\n**Initial denial (2023-12-18):** $0 \u2014 the entire claim was \"deemed not payable under the member's plan benefits. No reimbursement will be issued for the services billed.\" (`staff/notes/2023-12-18_internal_fwd_pha_denial_xy303.md:44-53`)\n\n**Appeal outcome (approved 2024-01-15, formal letter 2024-02-05):** Reprocessed at the contracted in-network rate of **$145.00 per session** for CPT 90837 (`memory/reference/billing_codes_and_policies_guide.md` \u2014 case study 5.3 and the in-network rate table in \u00a73.1.1).\n\n**Total reimbursed = 4 \u00d7 $145.00 = $580.00**", "toolCalls": [] } ] } }