惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

Y
Y Combinator Blog
Security Archives - TechRepublic
Security Archives - TechRepublic
钛媒体:引领未来商业与生活新知
钛媒体:引领未来商业与生活新知
Apple Machine Learning Research
Apple Machine Learning Research
Blog — PlanetScale
Blog — PlanetScale
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
G
Google Developers Blog
F
Full Disclosure
大猫的无限游戏
大猫的无限游戏
酷 壳 – CoolShell
酷 壳 – CoolShell
T
Threat Research - Cisco Blogs
A
Arctic Wolf
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
The Cloudflare Blog
博客园 - 【当耐特】
AWS News Blog
AWS News Blog
U
Unit 42
V
Vulnerabilities – Threatpost
P
Privacy International News Feed
T
Tor Project blog
Microsoft Security Blog
Microsoft Security Blog
宝玉的分享
宝玉的分享
Google DeepMind News
Google DeepMind News
爱范儿
爱范儿
cs.CL updates on arXiv.org
cs.CL updates on arXiv.org
Recorded Future
Recorded Future
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
C
CXSECURITY Database RSS Feed - CXSecurity.com
T
Threatpost
Latest news
Latest news
GbyAI
GbyAI
S
SegmentFault 最新的问题
MongoDB | Blog
MongoDB | Blog
N
Netflix TechBlog - Medium
Hacker News: Ask HN
Hacker News: Ask HN
美团技术团队
N
News | PayPal Newsroom
J
Java Code Geeks
Exploit-DB.com RSS Feed
Exploit-DB.com RSS Feed
Microsoft Azure Blog
Microsoft Azure Blog
K
KPMG report finds enterprise disconnect between AI and its ROI | CIO
The Hacker News
The Hacker News
The GitHub Blog
The GitHub Blog
V
V2EX
N
News and Events Feed by Topic
T
Troy Hunt's Blog
Security Latest
Security Latest
博客园 - 叶小钗
P
Palo Alto Networks Blog

DEV Community

Authentication Security Deep Dive: From Brute Force to Salted Hashing (With Java Examples) Why AI Systems Don’t Fail — They Drift Spilling beans for how i learn for exam😁"Reinforcement Learning Cheat Sheet" I Replaced Chrome with Safari for AI Browser Automation. Here's What Broke (and What Finally Worked) How Python Borrows Other People's Work The $40 Architecture: Processing 1 Billion API Requests with 99.99% Uptime Vibe Coding: A Workflow Guide (From Zero to SaaS) Most webhook security guides protect the wrong side. The scary part is delivery. Headless CMS for TanStack Start: Build a Blog with Cosmic EU Age Verification App "Hacked in 2 Minutes" — What Actually Happened Comfy Cloud’s delete function does not actually remove files Running AI Models on GPU Cloud Servers: A Beginner Guide Event-driven media intelligence with AWS Step Functions and Bedrock I scored 500 AI prompts across 8 quality dimensions — here's what broke How to Call Google Gemini API from Next.js (Free Tier, No Backend Needed) The Portal Protocol: Reclaiming Human Connection in the Age of AI How to Fix Your Team's Scattered Knowledge Problem With a Self-Hosted Forum Intro to tc Cloud Functors: A Graph-First Mental Model for the Modern Cloud Designing Multi-Tenant Backends With Both Ownership and Team Access I Built a Neumorphic CSS Library with 77+ Components — Here's What I Learned PostgreSQL Performance Optimization: Why Connection Pooling Is Critical at Scale Cómo construí un SaaS multi-rubro para gestionar expensas en Argentina con FastAPI + Vue 3 🚀 I Built an Ethical Hacking Scanner Tool – Open Source Project I Replaced /usage and /context in Claude Code With a Single Statusline A Pythonic Way to Handle Emails (IMAP/SMTP) with Auto-Discovery and AI-Ready Design I Collected 8.9 Million Polymarket Price Points — Here's What I Found About How Markets Really Move EcoTrack AI — Carbon Footprint Tracker & Dashboard Everyone's Using AI. No One Agrees How. 5 self-hosted ebook managers worth trying in 2026 Building Your First AI Agent with LangChain: From Chatbot to Autonomous Assistant Common SOC 2 Failures (Real World) Stop Vibe-Checking Your AI App: A Practical Guide to Evals How to Use SonarQube and SonarScanner Locally to Level Up Your Code Quality Your Next To-Do App Is Dead — I Replaced Mine with an OpenClaw AI Sign a Nostr event in 60 lines of Python using coincurve — no nostr-sdk, no nbxplorer, no rust toolchain ITGC Audit Explained Like You’re in Big 4 Patch Tuesday abril 2026: Microsoft parcha 163 vulnerabilidades y un zero-day en SharePoint Stop scraping everything: a better way to track competitor price changes Listing on MCPize + the Official MCP Registry while routing payments OUTSIDE the marketplace — how I kept 100% of my x402 revenue Building an AI-Powered Risk Intelligence System Using Serverless Architecture Why We Ripped Function Overloading Out of Our AI Toolchain Testing AI-Generated Code: How to Actually Know If It Works SaaS Churn Is Killing Your Business. Here Is What to Do About It (Without a Support Team) The Speed of AI Is No Longer Linear - And Self-Improving Models Are Why How to Implement RBAC for MCP Tools: A Practical Guide for Engineering Teams From Standard Quote to Persuasive Proposal: AI Automation for Arborists I built a CLI that scaffolds complete multi-tenant SaaS apps Axios CVE-2025–62718: The Silent SSRF Bug That Could Be Hiding in Your Node.js App Right Now The dashboard that ended our friendship Data Pipelines Explained Simply (and How to Build Them with Python) The Hidden Cost of AI Systems Nobody Talks About. undefined vs undeclared, and how typeof behaves Switching from file-based jobs to NATS/Kafka in Rust without changing code io_uring Adventures: Rust Servers That Love Syscalls Why Agentic AI is Killing the Traditional Database The POUR principles of web accessibility for developers and designers Quantum Neural Network 3D — A Deep Dive into Interactive WebGL Visualization How To Install Caveman In Codex On macOS And Windows Automation Pipeline Reliability: Why Your Workflow Breaks When Nobody Is Watching I Built an 'Open World' AI Coding Agent — It Works From ANY Folder From Freelancing to Product: A Tech Service Company's SaaS Transformation China's AI Giants: Adding Tencent Hunyuan & ByteDance Doubao to AI University (74 Providers) On the Vibe Coders and Their Lies clerk: Auto-Summarize Your Claude Code Sessions AI Weekly — 2026/04/10–04/17 | The Model Lockdown Is Here, but the Toolchain Is the Real Battleground AI 週報 — 2026/04/10–2026/04/17 模型封鎖潮來了,但工具鏈才是真戰場 Maybe this is how Open-Source apps are born... 🚀 Fine-Tune LLMs with LoRA and QLoRA: 2026 Guide tRPC v11 + Next.js App Router: End-to-End Type Safety Without the Boilerplate ShadCN UI in 2026: Why I Stopped Installing Component Libraries and Started Owning My Components SaaS Billing in React Server Components: Stripe + Supabase Without a Single `useEffect` Join our DEV Weekend Challenge — $1,000 in Prizes Across TEN winners! Submissions Due April 20 at 6:59 AM UTC. Implementing FSRS Spaced Repetition in Flutter + Supabase — Adding Memory Science to an AI Learning App "I Texted My Localhost From the Train — Claude Code Fixed the Bug Before I Got Home" I Built a Sales Prep AI and It Went Deeper Than Expected Design to Code #2: One JSON, Eleven Outputs Solving the 100M-Row Problem: A Summary Table Pattern for High-Volume Push Notification Logs Flutter Web With Wasm: What Actually Changes For Developers I Built 50 Royalty-Free Soundtracks for My Side Project in a Weekend Using AI Music Generation The Vibe Coding Security Checklist: 7 Things to Check Before You Ship Stop Letting Googlebot Guess Fix Your React App's SEO Right Desconstruindo o Streaming do LinkedIn: Como Criar um Engine de Extração de Vídeo de Alta Performance com HLS e FFmpeg (EDA Part-1) EDA (Exploratory Data Analysis) Explained With Real Life — Why Looking at Your Data Is the Most Important Step in Machine Learning Brand Relationship Management at Scale: Our 4-Touch Outreach System for 200+ Brands Why String.fromEnvironment() Might Return an Empty String in Dart JGuardrails 1.0.0 — Hardening Java LLM Apps Against Jailbreaks, Toxicity, and Prompt Injection Plan and Schedule a Full Week of Threads Content From One Claude Conversation Coding Cat Oran Ep3, Five Tables Changed Everything Updated: BFF Pattern I'm done watching freelancers get buried by 200 proposals. So I'm building the alternative. This is my first post BFS Algorithm in Java Step by Step Tutorial with Examples Tracking LLM Pricing Monthly: An Open Dataset for 22 AI Models How We Measure Content ROI on a Comparison Site: Revenue Attribution Without Perfect Data Introducing Nova AI Ops: The AI-Native Operating System for SRE Teams I built a free desktop video downloader for Windows — Grabbit How Talkie OCR Helps Vision-Impaired & Dyslexic Users Read the World Around Them VRCFaceTracking安装和iPhone面捕配置教程,有bug Even CrowdStrike Can't See Your Agents The Automation Gold Rush: What n8n Workflows and Claude Are Opening Up for Developers Right Now
Building a scheduling optimizer for field service teams
Tim Carter · 2026-06-23 · via DEV Community

Tim Carter

The hardest part of building a scheduling tool for field service teams isn't the calendar. It's the fact that the calendar is a lie.

Here's what I mean. A six-truck shop runs 8 to 10 stops per truck per day. Looks packed. Looks productive. But when you actually measure windshield time (the hours your tech spends driving instead of working), you find that one extra hour per truck per day is pretty common. Across six trucks, that's 30 billable hours a week. That's a full-time tech's worth of revenue, lit on fire in traffic.

You don't see it on the books. The cost gets split across payroll, fuel, and the vague "we couldn't fit it in this week." It looks like normal operating expense. It isn't.

The dispatch anti-pattern

Most small trades book jobs in the order the customer called. First call gets the 8 AM slot. Second call gets 10. Third gets 1 PM. The route ends up zigzagging across town. Morning job up north, midday south, afternoon back north. Nobody designed it that way. It just happened, one phone call at a time.

We built ToolbagCRM's dispatch board to fight this. Every job is plotted by tech and by zone, with drive time estimates between stops. Move a stop and the next start time updates on its own. You can see who's overbooked, spot the gaps, and slot an emergency in without guessing where it lands.

But here's the thing we learned: the tool only works if the habit changes. The fix isn't software alone. It's the habit of spending ten minutes at end of day grouping tomorrow's jobs by area, not by call order.

Geographic zones and day-of-week routing

The bigger lever is zones. Pick three or four geographic chunks of your service area, assign each one a day of the week. North side gets Tuesdays. South gets Wednesdays. East gets Thursdays. Emergencies break the rule. Everything else falls into place.

Customers don't mind nearly as much as contractors think. "Can we do Tuesday morning?" lands about the same as "can you come tomorrow?" on a non-urgent call. Shops that hold the zone line end up running roughly a third less drive time on the same job count. Same trucks, same techs. Better sequencing.

We didn't build a "zone optimizer" that auto-assigns areas. We thought about it. Decided against it. The contractor knows their territory better than any algorithm we'd write. What we built instead is a visual board where you can drag jobs into zone clusters and see the route shape. The human does the thinking. The software does the math on drive times and start times.

The emergency slot-in problem

Here's the dispatch edge case that catches everyone. A tech is 20 minutes into a routine maintenance call and an "AC's out, family with a baby" call lands. Gut says send the closest truck. Sometimes that's right. Often it isn't, because closest doesn't mean fastest once you factor in the stop you'd have to leave half-finished.

Better play: ask the emergency customer for a real window, not "right now." Most take "between one and three" without complaint. Now you can slot the call in without torching the route. The ones who can't wait at all need a separate solution: either you run an on-call truck, or you charge a real after-hours premium.

We built the board to show this visually. You see the current route, you see where the emergency could fit, and you see what it displaces. Drag it in, see the cascade. It's not a solved optimization problem (field service routing is NP-hard, and we're not pretending to solve TSP), but it gives the dispatcher enough info to make a good call fast.

Drive time belongs in the quote

One thing we keep telling contractors: if your hourly rate doesn't account for drive time, the tech is eating it. Pricing a one-hour job at one hour of labor assumes you teleported. You didn't. Half an hour out, half an hour back, nobody billed for it.

Two ways to handle it. Roll the average drive time into your hourly rate, or add a flat trip charge. We let you do either in the quoting flow. Pick one and stop pretending the drive was free.

The scheduling problem in field service is one of those things that looks simple from the outside and is genuinely hard up close. We're not done building it. But the early feedback from shops using the zone-based dispatch is that they're fitting one more job per truck per day, and that adds up fast.

Originally published at toolbagcrm.com