Engineered to Optimize · AI for Construction

We Build
AI Systems
for Construction.

Optima Bionics designs and ships production AI for construction — automating the back office and the jobsite alike. Document intelligence, Voice AI, schedule analysis, and agentic workflows, built and operated by engineers who understand how the work actually gets done.

50+
AI Deployments
30+
Years Shipping
17+
Yr Avg Tenure
48h
Initial AI Plan
Natural Language ProcessingVoice AI & Speech SystemsLLM IntegrationRetrieval-Augmented GenerationData EngineeringAI Agents & AutomationConstruction AIFinTech AIDocument IntelligenceERP IntegrationSystems IntegrationDigital TransformationNatural Language ProcessingVoice AI & Speech SystemsLLM IntegrationRetrieval-Augmented GenerationData EngineeringAI Agents & AutomationConstruction AIFinTech AIDocument IntelligenceERP IntegrationSystems IntegrationDigital Transformation
Our Operating Principle

Engineered
to Optimize.

Every system we ship has to earn its place — measured in hours returned, errors caught, and dollars recovered. We don't build AI for the demo. We build it to run, every day, on the jobsite and in the office.

9
Construction AI systems
24/7
Autonomous operation
100%
Built around your stack
1:1
Direct engineering partnership
AI In Motion
Not slides about AI.
Working AI.

Three live miniatures of techniques we deploy in production — running in your browser, right now. Hover, click, and watch them respond.

01 · Embeddings

Semantic vector space

Documents projected into a 2D embedding space. Similar meaning clusters together — the basis of RAG, search, and classification systems we build.

contracts incidents filings claims
dim = 768 → 2 · t-SNE projection
02 · LLM Decoder

Live generation stream

A mock decode loop emitting tokens, with attention weights visualized per-step. The same loop powers our private-LLM deployments and copilots.

decoder · top-p 0.92 · 12 attn heads
03 · Agentic Workflow

Tool-routing agent

Watch an agent route a request through tools — search, retrieve, classify, respond. This is how our LLM agents handle real enterprise tasks.

react-pattern · 4 tools · trace-on
What We Do
From data pipelines
to intelligent systems.
AI Development & Integration
End-to-end AI solution design and deployment — from proof of concept to production-grade platforms running in your environment.
NLPLLMVoice AIRAG
Voice AI & Conversational Systems
Intelligent voice interfaces, IVR automation, real-time speech transcription, and natural-language virtual agents that handle real workloads around the clock.
STT/TTSIVRDiarizationMultilingual
62%
Avg. process automation gain across client deployments
Data Engineering & Analytics
Pipelines, warehouses, BI dashboards, and predictive models that turn raw data into decisions your team can act on.
LLM Solutions & Fine-Tuning
Custom LLM deployment, prompt engineering, and model fine-tuning on your proprietary data — think ChatGPT-style AI trained specifically on your business.
Private LLMFine-TuningAgents
AI Strategy & Consulting
Executive-level technology roadmaps, AI readiness assessments, and digital transformation strategy that gets executed — not shelved.
Systems Integration & IT Strategy
We connect ERP, CRM, and legacy systems into unified AI-ready ecosystems — and advise at the executive level on digital transformation roadmaps that actually get executed.
ERPCRMAPIStrategy
Embedded for Construction
We don't parachute in with a generic model and leave. We embed with your project teams — field, PM, estimating, and accounting — learn how the work actually flows, and ship AI that fits the way you already build. Every system is owned by you, runs on your stack, and is measured against outcomes you set.
Field + OfficeYour StackOutcome-LedFully Owned
Core AI Disciplines
Three pillars.
Infinite applications.

We don't bolt AI onto projects — we architect intelligent systems built on NLP (Natural Language Processing), Voice AI, and LLMs (Large Language Models) that create measurable outcomes.

NLP — Natural Language Processing

Make your data speak.

Extract meaning from unstructured text — contracts, reports, emails, filings — at scale, with accuracy no manual process can match.

  • Contract & document risk analysis
  • Regulatory text classification
  • Semantic search & Q&A systems
  • Sentiment analysis at scale
  • Multi-language entity recognition
  • Custom NLP model training
Voice AI · Speech Systems

Intelligence you can talk to.

From hands-free field apps to intelligent call centers — voice interfaces that understand natural speech and integrate natively with your systems.

  • Intelligent IVR & call routing
  • Real-time speech transcription
  • Voice-controlled field applications
  • Speaker diarization
  • Multilingual speech recognition
  • Voice-to-ERP command pipelines
LLM — Large Language Models

Your business, on your model.

We deploy, fine-tune, and govern LLMs (Large Language Models — the technology behind ChatGPT) — open-source or proprietary — aligned with your data, privacy requirements, and industry standards.

  • Private on-premise LLM deployment
  • Retrieval-augmented generation (RAG)
  • AI copilots for internal teams
  • Agentic workflow automation
  • Fine-tuning on proprietary data
  • Rapid prototyping & deployment
AI Projects
Real AI, in production.

Real, in-production AI built for construction — plus a look at where the same engine extends beyond the jobsite. Select an area to see what we shipped, what it measures, and what it returns.

Core Focus
Construction
9 AI deployments
+
And Beyond
Where Else It Applies
Documents · Voice · Custom AI
+
How We Work
From idea to production
in weeks, not years.
01
Discover
Deep-dive into your workflows, data, and goals. We map the AI opportunity and define measurable outcomes from day one.
02
Architect
Design the solution — model selection, data pipelines, integration points, and deployment strategy — before writing a line of code.
03
Build & Validate
Iterative development with rapid prototypes, real-data testing, and stakeholder feedback loops baked into every sprint.
04
Deploy & Scale
Production deployment with monitoring, retraining pipelines, and ongoing support — so your AI keeps improving after go-live.
Trusted By
Who we build for.

We work with the people who actually run projects — from the field to the front office. If your team touches any of the work below, the same AI engine applies.

General Contractors
field & office
Subcontractors
trades
Project Management
scheduling
Estimating & Preconstruction
bid & buyout
Accounting & AP
back office
Owners & Developers
capital projects
Facilities & Maintenance
post-construction
Specialty Builders
self-perform
Our Story
Built by people who
know construction.

Optima Bionics is an applied-AI studio with a single focus: making construction companies measurably faster and more profitable. We don't sell generic AI — we embed with your teams, learn how the work actually flows, and ship systems that hold up in the field and the back office.

From superintendent tracking and schedule analysis to invoice reconciliation, drawing review, and voice-driven sub outreach — every system we build replaces hours of manual work with software that runs on its own and reports back when it matters.

The same engine extends well beyond construction. Wherever there's repetitive document work, phone-heavy operations, or data trapped in PDFs, the playbook holds.

9
Construction AI Systems
<1 wk
To First Prototype
24/7
Autonomous Coverage
What We Build
Document Intelligence
Invoices, drawings, contracts, and submittals — read, classified, and reconciled automatically.
Voice AI
Outbound sub outreach and inbound intake handled by natural-sounding agents, around the clock.
Schedule & Workflow AI
P3/P6 ingestion, critical-path risk, and predictive look-aheads surfaced before slippage.
Agentic Automation
Multi-step workflows that route, decide, and act across your existing tools — with a full trace.
See it in production
Leadership
Meet the founders.
SE
Sam Elshiwick
Co-Founder & CEO

Sam is an accomplished CTO/CIO with 30+ years at the forefront of technology innovation across a range of industries. His forte is translating intricate business requirements into scalable technology solutions — pairing executive leadership and product management with deep, hands-on expertise in AI and Natural Language Processing.

A skilled leader of organizational change and a builder of high-performing teams, he is adept at forging strong relationships with stakeholders — and channels state-of-the-art technology into real competitive edge and operational efficiency. At Optima Bionics he leads the technology vision and AI practice.

30+ yrsCTO / CIOAI & NLPProduct & Strategy
MM
Mohamed Mamoun
Co-Founder

Mohamed brings 25+ years developing and constructing residential, commercial, retail, and public-works projects — an aggregate value of over $500 million. As Chairman & CEO of Optima RPM — the US construction firm he founded in 2004, now 1,000+ completed projects strong with a nationwide NASCLA license — and CEO of Optima Real Estate Development, he sets the vision across operations, construction, and business development for the Mamoun Group of companies.

Cornell-educated in business management with a focus on real estate investment and asset management, he pairs deep construction expertise with a record of innovation — including the Optima Home App, which leverages smart-home technology to help clients visualize and build their dream home.

25+ yrs$500M+ built1,000+ projectsCornell
Ready When You Are · Engineered to Optimize

Let's optimize
something real.

Tell us where your team is losing hours — we'll map the AI solution and show you what's possible. Every engagement starts with a real conversation, not a sales pitch.

Schedule a Discovery Call View More Work