DarkBird
Built for MSPs, AV Integrators & Low-Voltage Shops

Your PSA tracks the hours.
Your CPQ prices the products.
Nobody prices the time.

DarkBird is the labor estimation engine your PSA and CPQ don't have. It sits in front of your PSA at quote time and behind it at review time, getting smarter after every project you ship.

No credit card required Works alongside ConnectWise Manage & HaloPSA 45-day free trial

Where DarkBird fits your stack

DarkBird doesn't replace ConnectWise Manage or HaloPSA. It fills the gap none of them touch: how many hours should this project actually take, and why were we wrong last time?

Your CPQ

Products & Materials

Quoter · CW CPQ · D-Tools

SKU catalogDistributor feedsProduct pricing
fills the gap

DarkBird

Labor Estimation

Install CardsAI scopingFeedback loop

Your PSA

Delivery & Tracking

ConnectWise Manage · HaloPSA

Tickets & WBSTime entriesBilling
Actuals from PSA feed back → cards recalibrate automatically

Built for deliverable-based technical work

If your revenue lives in project-based labor and you're still estimating with spreadsheets or gut feel, DarkBird was built for you.

AV Integrators

Conference room builds, digital signage, matrix switching: each project is different. DarkBird captures your senior integrator's labor knowledge and reuses it on every quote.

Multi-room AVControl systemsAV-over-IP

MSPs

Desktop deployments, M365 migrations, network refreshes: you know the work, but quoting labor accurately takes your best engineer. DarkBird changes that.

M365 migrationsNetwork rolloutsEndpoint deployments

Low-Voltage / Security

Camera systems, access control, structured cabling: your estimates live in someone's head or a spreadsheet. Install Cards make that knowledge durable and reusable.

IP camerasAccess controlStructured cabling

Network Infrastructure

Firewall deployments, switch stacks, WiFi surveys: disciplined labor estimates protect the margin that thin hardware margins can't.

Firewall + SD-WANWireless surveysVLAN design

How it works

Three motions. One continuous loop that gets smarter over time.

01

Scope: voice or chat

Describe the project out loud or in the chat window. The AI asks site-aware clarifying questions, hits a knowledge gap? It interviews you instead of guessing. Your answers go into the Learned Question Bank.

02

Estimate: cards, not guesswork

Your Install Card library maps to every line. Hours, materials, phasing: all pre-validated. Generate a client-ready Scope of Work in your house style in seconds.

03

Learn: every project sharpens the next

Actuals flow in from ConnectWise or HaloPSA automatically. The performance loop identifies which cards are consistently off and recalibrates them before your next quote.

See it in action

From a field walkthrough to a calibrated estimate. The whole workflow in one platform.

Conversational Scoping

Describe the job out loud or in chat. The right questions get asked and your estimate builds itself.

The Performance Feedback Loop

Nobody else closes this loop end-to-end

Every project that ships becomes training data for the next quote. Estimate → Execute → Review (actuals captured) → AI re-tunes Install Cards → next estimate is smarter. After 8–10 archived projects, the system knows your specific cards are consistently off by exactly how much and corrects them automatically.

Day 1

New card in 90 seconds. Scoped project on day 1.

~60 days

Calibrated estimates after ~10 archived projects.

Ongoing

Background recalibration runs after every archive.

Everything your quote was missing

Six core capabilities purpose-built for deliverable-based technical services.

All Plans

Install Cards

Reusable, versioned labor templates with behavioral modes: Standard, Scaling (hours scale with project size), Travel, Per Diem, and Recurring (monthly managed-services). Your senior engineer's knowledge in a library that survives turnover.

Pro

Smart Card Builder

Drop in your product catalog. Embeddings + semantic clustering propose Install Cards automatically. One chat surface, no wizard, no manual mapping.

All Plans

Smart Voice Mode

Scope a project hands-free while walking a site. TTS + speech recognition, with a fallback to text when you need it. Site-aware questions follow naturally.

Pro

Discovery Mode

When the library has a gap, DarkBird interviews a senior engineer instead of guessing. Recurring questions become permanent scoping tags, and feedback your team flags refines your Expert Profile.

All Plans

SOW Generator

"Loved" SOWs are saved as style references. Future generations match the voice your customers already approved, stopping the endless post-quote rewrite cycle.

Pro

Reporting Dashboard

Install Card Accuracy table. KPI cards. Smart Recommendations. Every archived project flows in automatically, and margin recovery starts from day one of use.

Native integrations, not CSV exports

Works with the tools you already use

DarkBird connects natively to ConnectWise Manage and HaloPSA. Push WBS directly as tickets. Pull actuals automatically. No manual exports, no double-entry.

ConnectWise Manage

PSA: push WBS, pull actuals natively

HaloPSA

PSA: tickets, checklists + actuals

Free during our founding period

Project Delivery Audit & Optimization

Our team has spent 15+ years inside MSP and AV integration shops, not just building tools for them, but working in them. We've analyzed why projects miss their estimates across dozens of shops. The audit brings that pattern recognition directly to yours: your cards, your catalog, your PSA, configured from day one.

  • Delivery process audit: analyze your recent projects, find the systematic gaps
  • Custom Install Card library built from your actual project history
  • Catalog cleanup + PSA integration setup handled for you
  • Ongoing calibration check-ins so the loop kicks in faster

Free

normally $7,500

for founding customers

Learn More See pricing details

Simple, transparent pricing

Start free, scale as you grow. Every plan includes the core labor estimation engine.

Trial

Free

45 days · full Pro access

Every Pro feature unlocked. No credit card required. Scope real projects from day one.

Start Free Trial

Starter

$349

/mo billed annually · or monthly, cancel anytime

Unlimited cards and users. PSA integration (CW Manage or HaloPSA). AI credits + one top-up/mo.

Get Started
Most Popular

Pro

$699

/mo billed annually · or monthly, cancel anytime

Full intelligent feedback loop, reporting dashboard, PSA integration, 5× AI credits. Unlimited users.

Get Pro Access

Enterprise

Contact us

built around you

Custom AI infrastructure, dedicated integrations, single-tenant deployment, white-glove onboarding.

Talk to Us

Your next estimate is leaving money on the table. Fix that.

Every project you ship without DarkBird is a project that doesn't feed the loop. Start your free 45-day trial. No credit card, no commitment. Works alongside ConnectWise Manage and HaloPSA.

45-day trial · No credit card required · Works alongside your existing PSA and CPQ