Watch 4 autonomous agents turn an after-hours call into a cited dispatch workpaper.

By John Alewine (LinkedIn), founder of Blur Agentic. Published 2026-10-12 · Updated 2026-10-25 (Engine v2.4.0 shipped 2026-10-26) · Clean Markdown (/demo.md) · Live System Status · 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.

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.

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.

{
  "line_count": 6,
  "trade_category": "Roofing & Storm Restoration",
  "urgency_tier": "TIER-1 EMERGENCY (<2 hr Dispatch SLA)",
  "citations_anchored": 9
}

{
  "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
}

{
  "workpaper_id": "WP-20261026-A101",
  "cells_bound": 9,
  "human_approval_gate": "REQUIRED_BEFORE_FINAL_PRICE_OVERRIDE_OR_OUTBOUND_SEND"
}

{
  "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: [email protected]
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)

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.

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.

{
  "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.

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).