# Watch 4 autonomous agents turn an after-hours call into a cited dispatch workpaper. - **Canonical URL**: https://bluragentic.com/demo/ - **Author**: John Alewine (https://www.linkedin.com/in/johnalewine) - **Published**: 2026-10-12 | **Updated**: 2026-10-25 > Run our live 4-stage contractor intake, rate-book pricing triage, cited dispatch workpaper binder, and QA citation verifier end-to-end on bluragentic.com. --- By [John Alewine](https://johnalewine.com/about/) ([LinkedIn](https://www.linkedin.com/in/johnalewine)), founder of Blur Agentic. Published 2026-10-12 · Updated 2026-10-25 (Engine v2.4.0 shipped 2026-10-26) · [Clean Markdown (/demo.md)](/demo.md) · [Live System Status](/status/) · [Changelog](/changelog/) **Live multi-agent execution summary:** Our production 4-stage Field Orchestrator pipeline (`ba-after-hours-intake-triage-workpaper-v2.4`) transforms raw after-hours contractor calls and scope requests into a cited 9-cell Dispatch & Estimate Workpaper in **62 to 73 ms** with **100% source-line citation grounding**, zero ungrounded numbers, and SHA-256 cryptographic verification before any crew is dispatched or any $1,500 Growth Assessment or $5,000 to $10,000 build is scoped. READY: Pipeline ba-after-hours-intake-triage-workpaper-v2.4 (v2.4.0) is OPERATIONAL. Select a preset scenario or paste a custom contractor call transcript below and click "Run End-to-End Agent Workflow". ## 1. Trigger a Live End-to-End Multi-Agent Workflow Run Pick one of the three real-world contractor intake scenarios below or paste your own custom call transcript / job scope. Submitting the form executes `POST /api/workflow/run` on our edge server and updates the workpaper and run log in real time. Scenario 1: Emergency Roof Leak & Hail Tarp (After-Hours) Scenario 2: Commercial 15-Ton HVAC RTU Lockout Scenario 3: 400A Panel Upgrade & Dual Fleet EV Chargers Active Workflow Scenario Preset roof\_leak\_emergency - After-Hours Emergency Roof Leak & Hail Tarping commercial\_hvac\_rtu - Commercial 15-Ton HVAC RTU High-Pressure Lockout panel\_ev\_upgrade - Multi-Truck 400A Panel Upgrade & Dual Fleet EV Chargers custom - Custom Visitor Call Transcript or Job Scope Input Raw Inbound Call Transcript / Service Request Payload (Editable - Each Line Indexed for Citation Grounding) INBOUND CALL TRANSCRIPT - 2026-10-26 21:14:08 CT - Channel: After-Hours Voice Trunk Caller: David Morales | Callback Phone: (816) 555-0142 | Email: dmorales.kc@example.com Service Property: 4820 Brookside Blvd, Kansas City, MO 64112 (2-story residential, steep 8/12 pitch architectural shingle roof) Problem Reported: Active water intrusion through second-floor master ceiling after 1.75-inch hail and wind gust; roughly 180 sq ft of ridge cap and south valley shingles lifted. Access & Insurance Notes: Homeowner is on site tonight; needs emergency synthetic felt tarp before 7:00 AM rain band and full hail replacement estimate for State Farm claim #SF-90412. Requested Action: Dispatch emergency tarping truck within 2 hours and book senior roofing estimator for tomorrow at 8:30 AM CT. Run End-to-End Agent Workflow [View Raw JSON (/api/workflow/runs)](/api/workflow/runs) [Open Live System Status](/status/) ## 2. Live Execution Telemetry & 4-Stage Agent Pipeline Inspector Every workflow execution is logged with millisecond stage latencies, deterministic entity extraction, rate-book pricing triage, workpaper binding, and automated QA citation verification. Active Run ID run-20261026-c303 Bound Workpaper ID WP-20261026-C303 Execution Status COMPLETED Executed At (America/Chicago) 2026-10-26 08:17:05 AM CT (UTC-5) Total End-to-End Latency 66 ms Citation Grounding Audit 21 verified citations (100% grounded) Detected Trade Queue Roofing & Storm Restoration Preliminary Rate-Book Range $2,100 to $3,150 Stage 01 · intake\_agent COMPLETED ### Intake & Payload Validation Indexes raw transcript lines with character offsets and extracts caller, phone, property ZIP, trade, urgency tier, and scope items. **Latency:** `14 ms` 6 indexed transcript lines (676 chars), 9 citations anchored ### Inspect Stage 1 JSON Output ``` { "line_count": 6, "trade_category": "Roofing & Storm Restoration", "urgency_tier": "TIER-1 EMERGENCY (<2 hr Dispatch SLA)", "citations_anchored": 9 } ``` Stage 02 · pricing\_triage\_agent COMPLETED ### Scope & Pricing Matrix Engine Matches extracted scope items against our 2026 Trade Rate Book, calculates line-item estimate bands, and assigns truck and crew capacity. **Latency:** `19 ms` Trade=ROOFING\_STORM, Urgency=TIER\_1, 3 rate-book rules matched ### Inspect Stage 2 JSON Output ``` { "rate_book_version": "2026.Q4-KC-NAT", "qualification_verdict": "QUALIFIED - HIGH-PRIORITY FIELD DISPATCH", "estimate_formatted": "$2,100 to $3,150", "line_items_count": 3 } ``` Stage 03 · workpaper\_binder\_agent COMPLETED ### Dispatch & CRM Workpaper Binder Generates the 9-cell Dispatch & Estimate Workpaper with cell-level `[Source: Line X]` citations, SMS payload, and CRM webhook JSON. **Latency:** `21 ms` Bound 9 workpaper cells + SMS confirmation + CRM webhook payload ### Inspect Stage 3 JSON Output ``` { "workpaper_id": "WP-20261026-A101", "cells_bound": 9, "human_approval_gate": "REQUIRED_BEFORE_FINAL_PRICE_OVERRIDE_OR_OUTBOUND_SEND" } ``` Stage 04 · qa\_verifier\_agent COMPLETED ### Automated QA & Citation Verifier Audits every workpaper cell against raw intake lines to verify 100% source grounding, zero hallucinated numbers, and SHA-256 integrity. **Latency:** `12 ms` Cross-checked 9 workpaper cells against 6 raw intake lines (100% grounded) ### Inspect Stage 4 JSON Output ``` { "verdict": "PASS - 100% CITATION GROUNDED", "fields_audited": 9, "citations_verified": 9, "ungrounded_hallucinations": 0 } ``` ## 3. Indexed Raw Intake Transcript & Cited Workpaper Inspector Click any orange `[Source: Line X]` citation button in the bound workpaper or line-item estimate table below to highlight the exact sentence in the indexed raw intake transcript. ### Indexed Raw Intake Lines (Source of Truth) 1. Line 1 (0..83)INBOUND CALL TRANSCRIPT - 2026-10-26 21:14:08 CT - Channel: After-Hours Voice Trunk 2. Line 2 (84..173)Caller: David Morales | Callback Phone: (816) 555-0142 | Email: dmorales.kc@example.com 3. Line 3 (174..298)Service Property: 4820 Brookside Blvd, Kansas City, MO 64112 (2-story residential, steep 8/12 pitch architectural shingle roof) 4. Line 4 (299..461)Problem Reported: Active water intrusion through second-floor master ceiling after 1.75-inch hail and wind gust; roughly 180 sq ft of ridge cap and south valley shingles lifted. 5. Line 5 (462..624)Access & Insurance Notes: Homeowner is on site tonight; needs emergency synthetic felt tarp before 7:00 AM rain band and full hail replacement estimate for State Farm claim #SF-90412. 6. Line 6 (625..746)Requested Action: Dispatch emergency tarping truck within 2 hours and book senior roofing estimator for tomorrow at 8:30 AM CT. ### Bound Dispatch & Estimate Workpaper (Cell-Level Source Citations) Autonomous Dispatch & Estimate Workpaper (100% Source-Line Grounded) | Cell ID | Workpaper Field | Extracted & Bound Value | Source Citation | QA Verification | | --- | --- | --- | --- | --- | | `WP-01` | Customer / Caller Contact | David Morales ((816) 555-0142) | [Source: Line 2] | VERIFIED | | `WP-02` | Service Property & ZIP | 4820 Brookside Blvd, Kansas City, MO 64112 (2-story residential, steep 8/12 pitch architectural shingle roof) | [Source: Line 3] | VERIFIED | | `WP-03` | Trade Classification | Roofing & Storm Restoration | [Source: Line 4] | VERIFIED | | `WP-04` | Urgency & Dispatch SLA | TIER-1 EMERGENCY (<2 hr Dispatch SLA) | [Source: Line 6] | VERIFIED | | `WP-05` | Primary Reported Scope | Active water intrusion through second-floor master ceiling after 1.75-inch hail and wind gust; roughly 180 sq ft of ridge cap and south valley shingles lifted. | [Source: Line 4] | VERIFIED | | `WP-06` | Site Access, Claim & Permit Notes | Homeowner is on site tonight; needs emergency synthetic felt tarp before 7:00 AM rain band and full hail replacement estimate for State Farm claim #SF-90412. | [Source: Line 5] | VERIFIED | | `WP-07` | Crew & Truck Allocation | 1 After-Hours Emergency Tarp Truck + 1 Senior Hail/Storm Estimator | [Source: Line 6] | VERIFIED | | `WP-08` | Preliminary Estimate Band (2026 Rate Book) | $2,100 to $3,150 (3 cited scope items) | [Source: Line 4] | VERIFIED | | `WP-09` | Proposed Dispatch / Walkthrough Slot | Emergency Tarp <2 hrs + Estimator Walk Tomorrow 8:30 AM CT | [Source: Line 6] | VERIFIED | ### Itemized 2026 Rate-Book Estimate Schedule (Selection & Scoring Criteria) **How we judge and score trade scope estimates:** Our pricing triage engine evaluates each extracted work item against three weighted criteria: emergency after-hours mobilization urgency, roof pitch or commercial equipment access complexity, and regional 2026 material + labor rate bands. Prices as of 2026. Stage 2 Rate-Book Line Items & Citation Mapping (2026 Pricing) | Line Code | Scope Item Description | Unit / Quantity | 2026 Estimate Range | Citation & Rate Basis | | --- | --- | --- | --- | --- | | `RF-EMG-101` | After-Hours Emergency Synthetic Felt Tarping & Ridge Weatherproofing (up to 200 sq ft, steep 8/12 pitch) | 1 mobilization + 180 sq ft | $650 to $950 | [Source: Line 4] (2026 Roofing Rate Book Sec 1.2) | | `RF-REP-204` | South Valley & Ridge Cap Architectural Shingle Section Tear-Off, Ice/Water Shield & Decking Verification | 2.5 squares | $1,450 to $2,200 | [Source: Line 4] (2026 Roofing Rate Book Sec 3.4) | | `RF-INS-310` | Full 2-Story Hail Damage Photo Documentation & Xactimate Scope Binder for Carrier Claim | 1 complete inspection binder | $0 (Credited) | [Source: Line 5] (Credited on Approved Replacement Scope) | ### Generated Customer SMS Confirmation & CRM Webhook Payload **Ready-to-Send Customer SMS Confirmation (Held for Dispatch Rule / Auto-Reply):** ``` Hi David Morales, we logged your Roofing & Storm Restoration request for 4820 Brookside Blvd, Kansas City, MO 64112 (2-story residential, steep 8/12 pitch architectural shingle roof). Assigned crew: 1 After-Hours Emergency Tarp Truck + 1 Senior Hail/Storm Estimator. Slot: Emergency Tarp <2 hrs + Estimator Walk Tomorrow 8:30 AM CT. Preliminary rate-book range: $2,100 to $3,150. Reply 1 to confirm. ``` ### Inspect Full Bound CRM & Dispatch Webhook JSON Payload (SHA-256: 8f4d2c91e7b043a219c6d408... ) ``` { "event": "blur_agentic.workpaper.bound", "workpaper_id": "WP-20261026-A101", "engine_version": "2.4.0", "qualification": "QUALIFIED - HIGH-PRIORITY FIELD DISPATCH", "human_approval_gate": "REQUIRED_BEFORE_FINAL_PRICE_OVERRIDE_OR_OUTBOUND_SEND" } ``` ## 4. Recent Autonomous Workflow Executions (Live Server Log) The table below streams live execution records from `GET /api/workflow/runs`. Click **Inspect Workpaper** on any row to load its full 4-stage trace and citations above. Recent End-to-End Multi-Agent Runs (Logged in America/Chicago CT) | Run ID | Timestamp (CT) | Trade / Scenario | Estimate Band | Latency (Steps) | Citations | HTTP / Status | Inspect | | --- | --- | --- | --- | --- | --- | --- | --- | | `run-20261026-c303` | 2026-10-26 08:17:05 AM CT (UTC-5) | Electrical & Fleet EV Infrastructure | $7,750 to $10,850 | 73 ms (4/4 steps) | 21 (100%) | COMPLETED (200) | Inspect Workpaper | | `run-20261026-b202` | 2026-10-26 08:14:42 AM CT (UTC-5) | Commercial & Residential HVAC | $2,850 to $5,230 | 62 ms (4/4 steps) | 21 (100%) | COMPLETED (200) | Inspect Workpaper | | `run-20261026-a101` | 2026-10-26 08:12:18 AM CT (UTC-5) | Roofing & Storm Restoration | $2,100 to $3,150 | 66 ms (4/4 steps) | 21 (100%) | COMPLETED (200) | Inspect Workpaper | ## Who this is not for Blur Agentic custom multi-agent builds ($1,500 Growth Assessment credited toward a $5,000 to $10,000 Booked-Jobs System or $7,500 setup + $2,000/month Managed Growth System) are built for established contractors running **5+ field trucks/sales reps or $3M+ in annual revenue**. This system is not a fit for retail stores, restaurants, or e-commerce brands. If you are a 1-to-4 truck owner-operator who wants immediate after-hours call answering without a custom CRM build, start with [Blur AI Solutions ($897 setup + 12 months included)](https://bluraisolutions.com/). ## Sources & engineering documentation 1. [Live Autonomous Workflow Runs JSON Endpoint (GET https://bluragentic.com/api/workflow/runs)](https://bluragentic.com/api/workflow/runs) 2. [Live Multi-Agent System Telemetry JSON Endpoint (GET https://bluragentic.com/api/status)](https://bluragentic.com/api/status) 3. [Verified 24-Day AI Engineering Case Study: 2,420 Billable Hours ($363,000 Agency Output) Shipped on $540.82 in Compute (johnalewine.com)](https://johnalewine.com/363k-agency-output-24-days-ai-agent-case-study/) 4. [Blur Agentic Systems Architecture & Published 2026 Pricing Schedule](https://bluragentic.com/systems/) ## What changed in this guide - **2026-10-26 (v2.4.0):** Launched interactive 4-stage Field Orchestrator & Cited Workpaper runner at `/demo`, live execution API at `/api/workflow/run`, and clean Markdown companion at . - **2026-10-25 (v2.3.0):** Added 5+ field trucks / $3M+ annual revenue qualification and Elaya motion system. - **2026-10-12 (v2.0.0):** Initial publication of Blur Agentic contractor workflow architecture. ## Related guides - [Live System & Multi-Agent Workflow Status (/status)](/status/) - [Blur Agentic Engineering Changelog (/changelog)](/changelog/) - [How It Works: Assess ($1,500), Build ($5,000 to $10,000), Manage](/systems/) - [$1,500 Growth Assessment (100% Credited Toward Build)](/audit/) - [Roofing CRM Automation & Stage-by-Stage Follow-Up](/roofing-crm-automation/) ## Roofing & Home Service Speed-to-Lead Automation Cluster (Topical Cluster Navigation) Explore our multi-agent speed-to-lead, storm-damage follow-up, estimate conversion, and CRM automation systems for roofing and trade contractors. ### Core Pillar Pages - [Blur Agentic Home (Pillar)](https://bluragentic.com/) ### Supporting Cluster Nodes (Sub-Services, Verticals & Suburbs) - **Core Workflow:** [Roofing Speed-to-Lead Funnel](https://bluragentic.com/speed-to-lead-for-roofers/) - **Storm Ops:** [Storm-Damage SMS & Voice Follow-Up](https://bluragentic.com/storm-damage-lead-management/) - **System Build:** [Quote Page to Calendar Booking Automation](https://bluragentic.com/booked-jobs-system/) - **CRM Integration:** [CRM Pipeline Triage Inside Client Logins](https://bluragentic.com/roofing-crm-automation/) - **Core Workflow:** [Roofing Lead Follow-Up System](https://bluragentic.com/roofing-lead-follow-up-system/) - **Estimate Recovery:** [Written Estimate Follow-Up Automation](https://bluragentic.com/roofing-estimate-follow-up/) - **Assessment:** [$1,500 Growth Assessment (Credited Toward Build)](https://bluragentic.com/audit/) - **Live Demo:** [Live 4-Stage Multi-Agent Workflow Demo & Cited Workpaper Inspector](https://bluragentic.com/demo/) - **System Status:** [Real-Time Multi-Agent System Status & Telemetry](https://bluragentic.com/status/) - **Changelog:** [Workflow Engine Versioned Changelog (v2.0.0 to v2.4.0)](https://bluragentic.com/changelog/) - **Direct Audit / Resource Redirect (`301`):** [https://bluragentic.com/go/roofer-speed-to-lead](https://bluragentic.com/go/roofer-speed-to-lead)