What it actually takes to ship a production AI agent in 2026
Beyond the demo. The five engineering disciplines that separate AI agents you put in front of customers from the ones that stay in dev forever.
Read the full post →The technology and process challenges that come up in nearly every engagement we run in this industry.
Construction pursuit cycles are long and involve many stakeholders. Most firms cannot tell you where pursuit dollars are sitting at any given moment.
Information from the jobsite often takes days or weeks to reach project accounting. By then, the margin damage is done.
Sub coordination runs on email, paper, and tribal knowledge. Better tooling transforms project execution and reduces claims risk.
Most estimating happens in standalone tools, then gets re-keyed into CRM and accounting. The data loss along the way is enormous.
OSHA requirements, safety incident tracking, and certification management often live in paper or disconnected systems.
Knowing where equipment is, what it cost, and what it earned per job is the difference between profitable jobs and losses.
Salesforce-based pursuit tracking with bid management, win/loss analytics, competitive intelligence, and proper sales team coordination.
Salesforce Mobile and Field Service Lightning for daily reports, time tracking, photo capture, weather logs, and project status updates from the field.
Experience Cloud portal for subs — bid submission, document management, payment tracking, and coordination workflows.
Procore + Salesforce + Tableau integration for live job profitability, budget vs actual tracking, and PM-level visibility.
Mobile-first safety incident reporting, OSHA tracking, certification expiry alerts, and toolbox-talk infrastructure.
Asset tracking with utilization metrics, maintenance scheduling, depreciation, and job-level allocation reporting.
Compliance is not a separate workstream — it is embedded in every workflow we deliver. The major frameworks we work within:
Safety program evidence, training records, incident reporting, and site-specific safety planning.
Certified payroll workflows, fringe benefit calculations, and prevailing wage compliance evidence.
Affirmative action program compliance, applicant tracking, and government contractor reporting.
Bonding capacity tracking, surety relationships, and project financial reporting for bond underwriters.
Preliminary notice tracking, lien deadlines by state, and waiver workflow management.
Stormwater pollution prevention plans, environmental compliance evidence, and inspection workflows.
Each category represents a deep specialization with dedicated playbooks, accelerators, and experienced practitioners.
Long-cycle pursuit tracking, competitive intelligence, win/loss analytics, and pursuit team coordination.
Estimating workflow design, historical data leverage, and pre-construction productivity.
Project accounting integration, real-time profitability, and field-to-office data flow.
Experience Cloud portals for subs, bid submission, payment tracking, and coordination.
Safety incident tracking, OSHA compliance, certifications, and equipment fleet management.
Our team carries hands-on experience across the systems your firm already runs. Integration is rarely the bottleneck.
A few examples of how these capabilities show up in practice — drawn from recent and active engagements (client names anonymized where appropriate).
Implemented Salesforce as the pursuit system of record — RFP tracking, competitive intelligence, win/loss analytics, and pursuit team coordination across 6 regional offices. Win rate up 18%.
Launched an Experience Cloud portal where subs submit bids, manage documents, track payment status, and coordinate schedules. Subcontractor satisfaction up significantly; AP workload down 25%.
Integrated Procore project data with Salesforce and Tableau to deliver live job-level gross margin visibility to project managers. Surfaced two underperforming projects early enough to course-correct margin.
Connected estimating spreadsheets to Salesforce with structured templates, win/loss capture, and historical benchmark queries. Estimating accuracy improved measurably.
Deployed Salesforce Mobile with daily reports, photos, time capture, and weather logging — feeding directly into project accounting. Field-to-office data lag dropped from 5 days to same-day.
From short diagnostics to fractional leadership, every engagement model is designed around the client's stage and needs.
Construction-specific assessments across estimating, operations, and field execution.
Defined projects for CRM, sub portals, mobile field apps, or estimating integration.
Ongoing platform administration for GCs, subs, and specialty contractors.
Senior construction technology leadership for growing contractors.
Engagements are measured by movement on the numbers that matter. These are the directions of travel we commit to.
Every engagement leverages reusable assets — frameworks, blueprints, and diagnostics built up over hundreds of client projects.
A reference architecture for moving opportunities from prequalification through bid, award, and project handoff without losing data or context.
Our approach to connecting field-captured data (daily reports, photos, RFIs, punch lists) into back-office systems with minimum friction.
A framework for prequalifying, contracting, insurance-tracking, paying, and managing subcontractors at scale.
A blueprint for connecting accounting (Sage/Viewpoint), project management (Procore), and CRM so cost-to-complete is real-time and accurate.
How GCs, specialty contractors, and developers are deploying AI to compress bid response time, improve project visibility, and lift bid win rates.
A practitioner-level look at how construction firms are deploying AI across estimating, project information access, field-to-office sync, and subcontractor management — with real adoption patterns and ROI frameworks.
Practitioner-level analysis from the consultants delivering the work.
Beyond the demo. The five engineering disciplines that separate AI agents you put in front of customers from the ones that stay in dev forever.
Read the full post →Connect the systems that run your business — CRM, ERP, billing, data, AI, analytics — into one cohesive architecture.
Learn more →Custom applications, platform extensions, integrations, and engineered solutions built when off-the-shelf software won't fit.
Learn more →Strategic guidance from certified architects plus production AI deployments. System selection, roadmaps, audits, Agentforce, custom agents, and AI strategy — all under one practice.
Learn more →Align marketing, sales, and customer success into one revenue engine. Process, forecasting, attribution, and tech-stack optimization.
Learn more →Free 30-minute strategy session with one of our consultants who knows your industry.
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