AI & Quantum Consulting · 2026

Pioneering
AI
Futures —
Quantum · Agent · Edge.

Strategy, architecture, and engineering for teams shipping real AI. We partner with founders, CTOs, and platform teams to build systems that don't hallucinate, drift, or break under scale.

Deploy in 60 seconds · No infra required

97×

Faster QML Training

68%

RAG Hallucinations Reduced

0.01%

PINNs Data Sufficiency

<90ms

Agent Response Latency

Neural Engine v4.0 · Active
73ms
USER ▸Reduce inference latency for our LLM pipeline
0+Enterprise Teams
0M+API Calls / Month
0+Countries
0×Faster QML Training
Trusted by teams atMSAWSGCPNVHFANTOAIMIS
Trusted by Builders & Operators · Selected Engagements
Daxa
Starise
Quasar Markets
Brilliant Labs
SBR2TH
DigiNerve
HealthyMD
Binary Consulting · Engagement Model

From whiteboard to production.

How we engage. A four-stage model that compresses the AI consulting lifecycle into measurable outcomes — auditable, eval-driven, and built to operate.

Stage 01 · Discover

Audit the data, the use case, the constraints. Map success metrics that survive contact with production.

Typical Deliverables

  • Use-case brief
  • Data audit
  • Architecture spike
  • Risk register

Team Composition

  • Lead Architect
  • Domain SME

Typical Duration

1–2 weeks

Auto-advancing · hover to pauseStart a Discovery Sprint
Core Capabilities

Engineering the Intelligence Stack

From qubit circuits to autonomous agent swarms — purpose-built for the 2026 AI frontier.

AI Agents & RAG

Multi-agent swarms with adaptive retrieval

Deploy autonomous agent networks with hybrid semantic RAG pipelines. Reduce hallucinations 50–70% while scaling to millions of daily queries across enterprise knowledge bases.

LangGraphAutoGenPineconeGPT-4o
12× retrieval speed

Quantum ML & PINNs

QNNs, QSVMs & physics-informed simulation

Hybrid quantum-classical networks for high-dimensional classification. Embed physical laws (Navier-Stokes, Maxwell) into neural architectures — train in hours, not weeks, with 0.01% data.

QiskitPennyLaneDeepXDEJAX
1000× simulation speedup

Agentic Ecosystems

Microservices-like agent orchestration

Design agent-native architectures that coordinate cloud, security, and DevOps workflows autonomously. Self-healing, policy-aware, and observable from day one.

MCPA2A ProtocolK8sTemporal
85% hallucination cut

Drone & Robotics AI

BVLOS autonomy & LiDAR swarm intelligence

Engineer edge-AI stacks for beyond-visual-line-of-sight drone fleets. Real-time LiDAR fusion, CNN-based obstacle avoidance, and swarm coordination at sub-50ms latency.

Edge AILiDARBVLOSPX4
Real-time nav at 120 Hz

Computer Vision

Vision Transformers for real-time detection

Implement ViT-based pipelines for anomaly detection, defect classification, and 4K scene understanding. Deploy on-device with TensorRT for sub-10ms inference.

ViTYOLO-XTensorRTOpenCV
99.1% mAP

Automated QA

End-to-end custom test plans & CI pipelines

Purpose-built QA frameworks covering unit, integration, E2E, and load testing. From audit to fully automated CI/CD pipelines — ship with confidence at every scale.

PlaywrightPytestk6GitHub Actions
Zero regression deploys

AI Distress Development

Rescue & accelerate stuck AI projects

Embedded AI engineers take over stalled builds, refactor broken ML pipelines, and deliver working systems fast. From codebase audit to production handoff — no project left behind.

Code AuditMLOps RescueLLM DebugFast Track
Avg 3-week turnaround

VoxEdge — Real-Time Voice Agents

New

LiveKit · Cartesia · Vapi · Liquid AI stack

Production voice AI agents with sub-300ms end-to-end latency. Acoustic VAD, natural turn-taking, 50+ languages, and on-device quantised models — deployable as phone, web, or embedded endpoints.

LiveKitCartesiaVapiLiquid AI
<300ms voice latency

Reinforcement Learning as a Service

2026

Verifiable rewards for LLM mastery

RLVR unlocks multi-step reasoning via binary correctness signals. GRPO post-training outperforms PPO at 10× lower cost than RLHF. Model-free PPO for edge robotics & drones.

RLVRGRPOPPORLAIF
10× cheaper than RLHF
Built for every scale

From side project to Fortune 500.

For Builders

Ship faster. Break less.

Open APIs, free tiers, and an SDK that gets out of your way. Start building in under 5 minutes.

  • One-line SDK install

    npm install @binaryos/sdk

  • 🧪

    AssureAI free tier

    150 test credits, no credit card

  • 🤗

    Open model weights

    HuggingFace — BinaryLLM-7B

  • 🔌

    REST API + MCP integration

    Claude Code & Cursor compatible

  • 💬

    Discord community

    2,400+ engineers

For Enterprise

Deploy without compromise.

Air-gapped, compliant, and backed by a dedicated engineering pod. We integrate with your existing stack, not the other way around.

  • 🏢

    On-premise & air-gapped

    Full data sovereignty

  • 🔐

    SOC 2 · HIPAA · GDPR

    Compliance-ready from day one

  • 👥

    Dedicated engineering pod

    Embedded team, weekly syncs

  • 📊

    SLA-backed uptime

    99.9% guaranteed

  • 🎯

    Custom model fine-tuning

    Domain-specific weights

Industry Solutions

AI that works in your world.

Purpose-built products and services for six high-stakes verticals. Not general-purpose tools — domain-tuned systems.

🏥Healthcare
DocScribe
2+ hrs savedper physician / day

AI-powered doctor–patient interaction, real-time clinical notes, and HIPAA-compliant record generation.

Learn more
📈Finance
BinaryOS + RLForge
<10msrisk model inference

Real-time trading signals, sub-10ms risk scoring, and RLVR-tuned decision engines.

Learn more
🚁Logistics
Drone AI + VisionEdge
120Hzreal-time navigation

BVLOS autonomous drones, LiDAR swarm intelligence, and 120Hz obstacle-avoidance loops.

Learn more
🏭Manufacturing
Computer Vision
99.1% mAPdefect detection

Vision Transformers on the production line — catch defects at 99.1% mean average precision.

Learn more
💻Software Teams
AssureAI
42% → 93%code accuracy

From PRD to passing tests in one API call. AI auto-heals flaky suites. CI-ready.

Learn more
⚛️Research
QuantumKit + PINNs
1000×simulation speedup

Hybrid quantum-classical ML and physics-informed networks — compress months of simulation to hours.

Learn more
Data Engineering Consulting

Exa-scale data, engineered for AI.

We architect petabyte-to-exabyte lakehouses that turn raw operational chaos into ML-ready signal. Streaming ingestion, medallion governance, clinical-grade access tiers — built for the AI workloads that come next.

Petabyte+ LakehousesReal-Time CDC & StreamingMedallion ArchitectureHIPAA / SOC2 Governance
S3 / GCSKafkaCDCREST APIsIoT / SensorsEHR / HL7
↓ ingest
Tier 1Bronze

Raw Ingest

Immutable landing zone. Every event, every record — captured as-is for replay and audit.

Tier 2Silver

Standardized & Joined

Cleaned, conformed, deduplicated. ICD-10, FHIR, schema-validated and joined across systems.

Tier 3Gold

Curated for AI & BI

Feature-engineered, governed, access-tiered. The substrate underneath every model and dashboard.

↓ serve
BI / DashboardsML TrainingAgents & RAGReverse-ETLAudit Reports
Case Studies

Production Deployments

AI SecurityVisit site

Daxa — Zero-Trust AI Governance

TwinGuard architecture enforcing context-aware access control on enterprise data before it reaches an LLM. SafeConnectors and SafeRetriever generate a live data bill-of-materials so every RAG retrieval respects existing identity privileges. Recognized in the 2025 Gartner Market Guide for AI TRiSM.

AI TRiSMRAG SecurityZero-Trust
KEY RESULTPre-retrieval policy on every query
Generative AIVisit site

Starise — Authentic Review Engine

Event-driven capture loop that routes satisfied customers into structured review flows across platforms — no incentives, no fake amplification. Built on CRM and transaction signals so social proof compounds where buyers actually look.

LLMWorkflowReputation
KEY RESULTMulti-platform syndication in one flow
AI AgentsVisit site

Quasar Markets — Institutional AI Research

AI-powered research workbench fusing quantitative market signals with LLM-driven analysis. Streaming pipelines ingest filings, prints, and alt-data into a unified research substrate for buy-side analysts to screen, model, and generate thesis at velocity.

LLM ResearchStreamingBuy-Side
KEY RESULTMulti-source signal fusion

Brilliant Labs Halo — On-Device AI Wearable

Open-source AI glasses running an Alif B1 (Cortex-M55 + NPU) directly in the frames, paired with a color microOLED display, bone-conduction audio, and a cloud agent (Noa) with persistent memory. Full stack — ZephyrOS, Lua runtime, hardware schematics — open to developers.

WearablesOn-Device NPUOpen Hardware
KEY RESULT14-hour battery · on-device NPU
Operations AIVisit site

SBR2TH — Technical Talent Infrastructure

Retingent recruiting model for hard-to-fill AI, data engineering, and cybersecurity roles. Combines the rigor of retained search with the speed of contingent pipelining; a CHRO-validated playbook addresses the 78% of internal teams lacking deep technical recruiting expertise.

TalentOpsSourcing
KEY RESULT50+ CHRO-validated sourcing model
Healthcare AIVisit site

DigiNerve — Dr. Wise Medical Chatbot

We built Dr. Wise, the conversational AI layer inside DigiNerve's medical-education platform — guiding 150k+ UG, PG, and FMGE students through curricula authored by India's top faculty. Responses are grounded in vetted clinical content and adapt to each learner's exam track. Top NEET PG 2025 rankers trained on the platform.

RAGClinical NLPEdTech
KEY RESULT150k+ students · grounded 24/7
Data EngineeringVisit site

HealthyMD — Clinical Medallion Lakehouse

We architected HealthyMD's bronze/silver/gold medallion pipeline, ingesting EHR, telehealth, and correctional-care encounters into governed clinical datasets. ICD-10 coding, HIPAA-aligned access tiers, and standardized discharge schemas power downstream reporting for infectious-disease and behavioral-health programs.

MedallionICD-10HIPAA
KEY RESULTBronze/Silver/Gold · ICD-10 normalized
Scroll to explore
47msResponse Latency
0.0BAI Tokens / Day
99.9%
System Uptime
0Active Deployments
Zero Friction Setup

From spec to full test suite in one call.

AssureAI reads your PRD, generates the test plan, writes the code, and executes it in an isolated E2B sandbox — all via a single API call.

E2B Connected
1# AssureAI — full test suite in one call
2
3from assureai import AssureAI
4
5client = AssureAI(api_key="sk-...")
6results = client.run(
7 prd="path/to/spec.md",
8 type="frontend"
9)
10
11# → 47 tests generated · 44 passed · 3 auto-healed

Live results — last run

Counters animate as your suite finishes. Auto-healed tests are re-run and patched by the AI without manual intervention.

Tests Generated0
Passed0
Auto-Healed0
Pass Rate93.6%
Sandbox: E2B · Isolated Linux
  • Generates Playwright, Jest, pytest & LLM eval tests
  • Sandboxed execution via E2B — zero local setup
  • AI auto-heals flaky tests in real time
  • CI/CD webhook ready — GitHub Actions & GitLab
Interactive Demo

Simulate Quantum Agents Live

Pick a scenario. Watch the multi-agent pipeline execute and the network visualize in real-time.

Neural Engine · Response Stream

Select a scenario above to launch the simulation...

Agent Network · Standby

Select a scenario to visualize

Voice AI Agents

Real-Time Voice AI, Edge-Ready

Deploy conversational AI agents with sub-300ms latency, natural turn-taking, and custom personas — on-device or cloud. Built for healthcare, enterprise, and autonomous systems.

Sub-300ms Latency
Edge-optimised streaming TTS/STT pipeline — near-imperceptible response delay.
Turn-Taking Architecture
Acoustic VAD + interruption handling — conversations feel natural, never robotic.
Configurable Personas
Define voice, accent, tone and domain knowledge — deploy branded AI agents in minutes.
On-Device & Cloud
Quantised models run fully on-device for privacy-critical deployments; scale to cloud seamlessly.
50+ Languages
Multilingual STT/TTS with accent preservation — global coverage from a single integration.
Real-Time Analytics
Per-call latency, sentiment, drop-off funnel and intent dashboards — live, no post-processing.
AI
DocScribe Agent
Healthcare Intake · BinaryLabz
idle
<300ms
Latency
50+
Languages
99.2%
Uptime

Ready-to-deploy use cases

Healthcare IntakeDocScribeCustomer Support24/7 AgentSales OutboundLead QualDrone CommandEdge AIHR ScreeningRecruitingLegal ResearchDocument AI
Benchmark Results

Numbers that speak for themselves.

Across every product — real production results from real deployments. No synthetic benchmarks.

AssureAIFrontend & backend test coverage

Code Accuracy

Before42%
After93%
RLForgevs standard RLHF pipelines

Post-Training Cost

Before$100k
After10× Cheaper
BinaryOS RAGProduction agent workloads

RAG Hallucination Rate

BeforeBaseline
After−68%
QuantumKit PINNs0.01% of training data required

Simulation Time

BeforeWeeks
AfterHours
BinaryOSP95 latency at full production load

Agent Response

Before~800ms
After<90ms

Measured across live client deployments · Q1 2026 · Full methodology available on request

Latest Groundbreaking Research Spotlight
ICLR 2026Google ResearchPublished Mar 24, 2026

TurboQuant

Redefining AI Efficiency with Extreme Compression

A theoretically grounded two-stage quantization algorithm from Google Research that achieves near-optimal distortion rates across all bit-widths. By randomly rotating input vectors (PolarQuant) then applying a 1-bit QJL residual correction, TurboQuant reaches 3-bit zero-loss KV-cache compression with no training or fine-tuning — deployable in real-time, production-scale systems like Gemini.

KV Cache Memory Reduction

Faster on H100 GPU

0%

Accuracy Loss @ 3-bit

≈0

Indexing Overhead

Amir Zandieh · Majid Daliri · Majid Hadian · Vahab Mirrokni · et al. — Google Research

32-BIT INPUT100% MEMORY4.0 bytes / value3-BIT OUTPUT16.7% MEMORY0.375 bytes / value