Solutions

Domain-Specific AI Solutions

We don't build generic AI. Each solution is engineered for a specific domain, regulation, and risk profile.

54Solutions
23Industries
Healthcare & Life Sciences

Autonomous Lab AI: Self-Driving Laboratory Design for Materials Discovery

The gap between what high-throughput screening covers and what the chemical space contains is not incremental. It is astronomical. Self-driving labs close that gap by replacing random search with strategic, AI-directed experimentation.

10-50x
Fewer experiments to reach target
Up to 90%
Reagent cost reduction with CIBO
Simulation, Digital Twins & OptimizationSolutions Architecture & Reference ImplementationDeterministic Workflows & Tooling
Explore Solution →
Healthcare & Life Sciences

Biosecurity AI Safety for Pharma & Biotech

In 2022, Collaborations Pharmaceuticals ran their commercial de novo drug discovery model with the reward function inverted. In under six hours it produced 40,000 candidate molecules, including analogues of VX. That was MegaSyn, a 2019-era LSTM, running on a single workstation.

Neuro-Symbolic Architecture & Constraint SystemsSolutions Architecture & Reference ImplementationModel Development & Fine-Tuning
Explore Solution →
Healthcare & Life Sciences

Clinical AI Safety for Mental Health Platforms

For digital health platforms deploying conversational AI in behavioral health: risk detection, output validation, graduated escalation, and regulatory navigation. Whether you're adding your first AI feature or hardening an existing one after a close call.

5 Lawsuit Settlements
Character.AI, January 2026
0 GenAI Devices Authorized
FDA, any clinical purpose, as of April 2026
Deterministic Workflows & ToolingSolutions Architecture & Reference ImplementationMulti-Agent Orchestration & Supervisor Controls
Explore Solution →
Healthcare & Life Sciences

Clinical Trial Recruitment AI

80% of clinical trials miss enrollment timelines. The bottleneck is not patient supply. It is matching precision.

$800K/day
Lost sales per day of trial delay
80%
Of trials fail enrollment timelines
Knowledge Graph & Domain Ontology EngineeringNeuro-Symbolic Architecture & Constraint SystemsGraphRAG / RAG Architecture
Explore Solution →
Healthcare & Life Sciences

Healthcare AI Safety for Health Systems

Ambient scribes drafting clinical notes. Patient portal AI sending messages on your physicians' behalf. Sepsis models firing alerts.

7.1%
AI-drafted messages posed severe patient harm risk
66.6%
Of harmful errors missed by reviewing physicians
GraphRAG / RAG ArchitectureKnowledge Graph & Domain Ontology EngineeringSafety Guardrails & Validation Layers
Explore Solution →
Healthcare & Life Sciences

Medicare Advantage AI Governance & Algorithmic Compliance

Audit, explain, and defend your Medicare Advantage AI. Explainability middleware, CMS-0057-F compliance architecture, and litigation readiness for health plan algorithms.

90%
AI denials reversed on appeal
$19.7B
Annual provider spending fighting denials
AI Governance & Compliance ProgramExplainability & Decision TransparencyCausal & Counterfactual Modeling
Explore Solution →
Healthcare & Life Sciences

Smart Facility Fall Detection & Ambient Monitoring for Senior Living

Passive, privacy-preserving fall detection and ambient monitoring for assisted living and skilled nursing facilities. mmWave radar for high-risk rooms. Wi-Fi sensing for whole-building coverage.

$30,000
Average cost per fall with injury
63%
of facilities short-staffed
Solutions Architecture & Reference ImplementationEdge AI & Real-Time DeploymentAI Governance & Compliance Program
Explore Solution →
Financial Services

Algorithmic Trading Compliance AI

Regulators are done accepting order logs as audit evidence. After the August 2024 flash crash wiped $1 trillion in value and Citigroup paid $92 million in fines for a single algorithmic failure, the question has shifted from "do you have controls? " to "can you reconstruct every decision your algorithm made?

$92M
Citigroup fined across 3 jurisdictions for one algo control failure
70%
of banks report false positive rates above 25% in trade surveillance
Neuro-Symbolic Architecture & Constraint SystemsSolutions Architecture & Reference ImplementationExplainability & Decision Transparency
Explore Solution →
Financial Services

Financial Compliance Formal Verification for Banks

Apple and Goldman Sachs had thousands of engineers, billions in revenue, and a dispute resolution workflow that silently dropped tens of thousands of valid billing error notices into a technical void. The CFPB found it. They paid $89 million.

$89M
Apple-Goldman consent order for dispute system failures
337M
Projected annual chargebacks globally by 2026
Formal Verification & Proof AutomationDeterministic Workflows & ToolingSolutions Architecture & Reference Implementation
Explore Solution →
Financial Services

Legacy COBOL Modernization with Knowledge Graph Intelligence

70-80% of mainframe modernization projects fail. Not because the technology is wrong, but because the tools treat code as text instead of topology. We build the map of your codebase before touching a single line, so your migration succeeds where others have burned through millions and delivered nothing.

$1.52 Trillion
U.S. Technical Debt
10%/Year
COBOL Workforce Attrition
Knowledge Graph & Domain Ontology EngineeringSolutions Architecture & Reference ImplementationGrounding, Citation & Verification
Explore Solution →
Financial Services

Tax Compliance AI Verification

Thomson Reuters "Ready to Review" auto-prepares 1040s. CCH Axcess Expert AI drafts advisory insights across 10,000 firms. Blue J answers tax research questions with a disagree rate under 1 in 700.

$126B+
Annual US business tax compliance cost
8.8% → 22.6%
IRS large corporate audit rate increase
Neuro-Symbolic Architecture & Constraint SystemsContinuous Monitoring & Audit TrailsSolutions Architecture & Reference Implementation
Explore Solution →
Insurance & Risk

AI-Powered Flood Risk Underwriting

More than two-thirds of US flood damage occurs outside FEMA's high-risk zones. If your rating engine still anchors to Zone AE vs. Zone X, you're mispricing risk on both sides: overcharging the elevated house inside the zone, undercharging the slab-on-grade house outside it.

68.3%
Flood damage outside FEMA high-risk zones
106.1%
Projected homeowners combined ratio, 2025
AI Strategy, Readiness & Risk AssessmentGrounding, Citation & VerificationSimulation, Digital Twins & Optimization
Explore Solution →
Insurance & Risk

Insurance Claims AI & Deepfake Detection

Auto insurers are caught between two AI-driven threats: fraudsters generating synthetic damage photos that pass existing checks, and "enhancement" tools that alter evidence before adjusters see it. Veriprajna builds forensic computer vision that authenticates, measures, and preserves every pixel of claims evidence.

36%
of consumers would alter a claim image
Only 32%
of insurers confident detecting deepfakes
Computer Vision & Perception EngineeringSolutions Architecture & Reference ImplementationAI Strategy, Readiness & Risk Assessment
Explore Solution →
Insurance & Risk

Satellite Flood Intelligence for Parametric Insurance

Single-frame satellite detection confuses cloud shadows with floodwater. When a $2M parametric payout depends on that classification, "probably flooded" is not good enough. We build flood verification systems that separate shadows from water using temporal SAR-optical fusion, producing forensic-grade evidence trails for every trigger event.

$129B
Global insured nat-cat losses, 2025
52-56%
Of catastrophe losses uninsured globally
Computer Vision & Perception EngineeringSensor Fusion & Signal IntelligenceSolutions Architecture & Reference Implementation
Explore Solution →
Industrial & Manufacturing

AI for Architecture & Structural Engineering

Generative AI creates stunning architectural concepts in seconds. Then your structural team spends weeks proving they cannot be built. Eighty percent of construction cost deviation comes from design changes, not construction mistakes.

$177B
Annual construction rework from design errors
80%
Of cost deviation from design changes
Neuro-Symbolic Architecture & Constraint SystemsSimulation, Digital Twins & OptimizationAI Governance & Compliance Program
Explore Solution →
Industrial & Manufacturing

AI for Materials Recovery and Black Plastic Sorting

Carbon black pigment absorbs near-infrared light. Every black PP tray, PE container, and ABS housing your optical sorter misses goes to residue, then landfill. We build the MWIR sensing and edge AI layer that recovers it.

3-15%
of your waste stream is black plastic going to residue
83.4%
MWIR+CNN accuracy on real waste (peer-reviewed)
Solutions Architecture & Reference ImplementationModel Development & Fine-TuningContinuous Monitoring & Audit Trails
Explore Solution →
Industrial & Manufacturing

Edge AI for Manufacturing Quality Inspection

Whether you are evaluating AI-based inspection for the first time, recovering from a cloud pilot that could not meet cycle time, or scaling a working prototype to 15 plants, the problem is the same: getting edge AI into production is an integration and operations challenge, not a hardware purchase.

84%
of integration projects fail or partially fail
5-15%
false reject rate from out-of-box AOI
Edge AI & Real-Time DeploymentDeterministic Workflows & ToolingSensor Fusion & Signal Intelligence
Explore Solution →
Industrial & Manufacturing

Semiconductor AI Verification & Silicon Correctness

We build custom verification pipelines that wrap fine-tuned open-weight LLMs around your existing formal engine (JasperGold, VC Formal, Questa Formal, or SymbiYosys) and run entirely on your own hardware. No RTL leaves your network. No vendor lock-in.

14%
first-silicon success
$10–40M
mask set, 5nm to 3nm
Solutions Architecture & Reference ImplementationFormal Verification & Proof AutomationSimulation, Digital Twins & Optimization
Explore Solution →
Energy & Infrastructure

Data Center Grid Interaction AI

AI-powered grid flexibility orchestration for data centers. Prevent byte blackouts, optimize PJM capacity market costs, and meet NERC large load compliance requirements.

$28 → $329/MW-day
PJM capacity price in 24 months
1,500 MW in 82 sec
July 2024 Virginia byte blackout
Simulation, Digital Twins & OptimizationSensor Fusion & Signal IntelligenceNeuro-Symbolic Architecture & Constraint Systems
Explore Solution →
Energy & Infrastructure

Hyperspectral AI for Precision Agriculture

Multispectral monitoring (Planet, Sentinel-2, NDVI) detects that something is wrong. Hyperspectral deep learning diagnoses what is wrong, why, and what to do about it. We build the custom spectral analytics that close the gap between detection and prescription for large-scale farming operations and specialty growers.

7-14 Days
Pre-symptomatic detection advantage
963M bu.
US corn yield lost to disease in 2024
Computer Vision & Perception EngineeringSolutions Architecture & Reference ImplementationAI Strategy, Readiness & Risk Assessment
Explore Solution →
Energy & Infrastructure

Power Grid AI & Resilience Engineering

PJM fell 6,625 MW short of its reliability target for the first time in history. ERCOT's interconnection queue hit 233 GW with only 23 GW of new generation online. The Iberian blackout wiped out 15 GW in 5 seconds because no one was watching the right voltage level.

$163B
Projected PJM capacity costs, 2028-2033
2,600 GW
US interconnection queue backlog
Simulation, Digital Twins & OptimizationSensor Fusion & Signal IntelligenceEdge AI & Real-Time Deployment
Explore Solution →
Energy & Infrastructure

Smart Meter AI: AMI Predictive Maintenance & Firmware Validation

One bad firmware push cost Plano, TX $765,000 and knocked 73,000 meters offline. Memphis is spending $9M on repairs. Your AMI head-end tracks which meters stopped talking.

73,000
Meters bricked by one firmware push
29%
Endpoints failing silently without alerts
Edge AI & Real-Time DeploymentInfrastructure & Sovereign DeploymentContinuous Monitoring & Audit Trails
Explore Solution →
Security & Defense

AI Supply Chain Security & Model Integrity

AI supply chain security consulting. We build model vetting pipelines, ML-BOM architecture, and shadow AI governance for CISOs at regulated enterprises. NIST AI 100-2 and EU AI Act compliant.

$4.63M
Average breach cost involving shadow AI
83%
Of organizations lack automated AI security controls
Security Assessment & HardeningData Provenance & TraceabilityContinuous Monitoring & Audit Trails
Explore Solution →
Security & Defense

Enterprise Deepfake Detection & Video Call Fraud Prevention

In February 2024, attackers used AI-generated deepfakes of an entire executive team to steal $25. 6 million from Arup in a single video call. Since January 2026, standard cyber insurance policies explicitly exclude deepfake fraud.

$680K
Average enterprise deepfake incident loss
1,300%
Deepfake fraud surge, 2025 YoY
Security Assessment & HardeningComputer Vision & Perception EngineeringInfrastructure & Sovereign Deployment
Explore Solution →
Security & Defense

GPS-Denied Drone Autonomy: VIO, Edge AI and Blue UAS Integration

Russian R-330Zh jammers create multi-kilometer GPS blackout zones across Ukrainian front lines. The FCC blocked new authorizations for every foreign-made drone in December 2025. The Army just bought 2,500 Skydio X10D units in 72 hours because nothing else in the cleared inventory could handle a contested electromagnetic environment.

50%+
Ukrainian FPV drones downed by EW jamming
$1B/day
US economic loss from a GPS service outage
Sensor Fusion & Signal IntelligenceSolutions Architecture & Reference ImplementationEdge AI & Real-Time Deployment
Explore Solution →
Security & Defense

Software Update Deployment Integrity & IT Resilience

On July 19, 2024, a single configuration file crashed 8. 5 million Windows machines in under 90 minutes. Not malware.

$10B+
Global damages from CrowdStrike outage
$2M/hr
Median cost of significant IT downtime
Grounding, Citation & VerificationContinuous Monitoring & Audit TrailsInfrastructure & Sovereign Deployment
Explore Solution →
Security & Defense

Sovereign AI & Private LLM Deployment

One in five organizations has already suffered a breach from unsanctioned AI tool usage. Banning AI does not work. Building secure, sovereign alternatives does.

$670K
Additional cost of Shadow AI breaches vs. traditional incidents
EUR 55M
Combined GDPR + AI Act maximum penalty ceiling
Infrastructure & Sovereign DeploymentGraphRAG / RAG ArchitectureRegulatory Risk & Litigation Readiness
Explore Solution →
Enterprise Operations

AI Sales Intelligence & Verified Outreach

AI outbound tools send more emails. They also hallucinate prospect details, trigger spam filters, and create legal exposure. Signal-personalized outreach converts 5x better than generic blasts, but only when every claim is verified against source data.

50-70%
Enterprise AI SDR annual churn
2.6x
Revenue gap: human vs AI-booked meetings
Multi-Agent Orchestration & Supervisor ControlsKnowledge Graph & Domain Ontology EngineeringAI Governance & Compliance Program
Explore Solution →
Enterprise Operations

AI Sales Personalization That Books Meetings

Custom AI SDR systems built on your top performers' data. Deliverability-first architecture, CRM-native integration, and measurable cost per held meeting. Not another platform to churn from.

50-70%
Annual churn on AI SDR platforms
142%
Reply rate lift from deep personalization vs. generic
Solutions Architecture & Reference ImplementationGraphRAG / RAG ArchitectureRetrieval Infrastructure & Vector Stores
Explore Solution →
Enterprise Operations

Adaptive Learning AI for Corporate Training

Custom adaptive learning systems with knowledge tracing AI that reduce compliance training time by up to 50%. Integrates with your existing LMS via xAPI and LTI.

<5%
of companies have deployed AI-native learning
55%
seat-time reduction with adaptive compliance
Solutions Architecture & Reference ImplementationAI Strategy, Readiness & Risk AssessmentGraphRAG / RAG Architecture
Explore Solution →
Enterprise Operations

Enterprise AI Liability & Guardrails

In December 2023 a chatbot agreed to sell a $76,000 Chevy Tahoe for $1. In January 2024 a delivery chatbot wrote a poem calling its own company useless. In February 2024 a bereavement chatbot invented a refund window that did not exist, and a tribunal held the airline liable.

88%
Enterprises with confirmed or suspected AI agent security incidents in the last year
14.4%
Orgs that ship AI agents to production with full security and IT approval
Neuro-Symbolic Architecture & Constraint SystemsSafety Guardrails & Validation LayersKnowledge Graph & Domain Ontology Engineering
Explore Solution →
Enterprise Operations

Enterprise AI Validation for Regulated Industries

Klarna replaced 700 customer service agents with AI. Costs dropped 40%. Then satisfaction collapsed, repeat contacts spiked, and Q1 2025 ended with a $99 million net loss.

70-85%
of enterprise AI projects fail to reach production
EUR 35M
maximum EU AI Act penalty per violation
Neuro-Symbolic Architecture & Constraint SystemsAI Strategy, Readiness & Risk AssessmentGrounding, Citation & Verification
Explore Solution →
Media & Content

AI Audio Licensing, Watermarking & Provenance for Media

We build end-to-end audio provenance pipelines for labels, DSPs, distributors, and ad agencies. Watermark embedding and detection, C2PA content credentials, DDEX AI disclosure, licensed voice conversion, takedown workflows, indemnification-grade chain of title. The Article 50 clock is 4 months out.

Aug 2, 2026
EU AI Act Article 50 effective
28%
Daily uploads fully AI-generated
Deterministic Workflows & ToolingSensor Fusion & Signal IntelligenceData Provenance & Traceability
Explore Solution →
Media & Content

AI Brand Content That Consumers Actually Trust

The other half doesn't care, as long as they can't tell. We build hybrid AI production pipelines, brand fidelity scoring systems, and governance frameworks that let you use AI aggressively in the process while keeping it invisible in the output.

50%
of consumers prefer brands avoiding GenAI content
37-point gap
between exec optimism and consumer reality on AI ads
Solutions Architecture & Reference ImplementationAI Strategy, Readiness & Risk AssessmentAI Governance & Compliance Program
Explore Solution →
Media & Content

Conversational AI for Publishers: RAG Over News Archives

We build conversational AI engines on top of publisher archives. Citation-enforced answers, temporal reasoning, GraphRAG entity resolution, and a parallel licensing strategy that captures revenue from the AI engines you do not control. For mid-tier publishers who cannot afford a six-engineer ML team but cannot afford to wait, either.

48%
of Google queries now show AI Overviews
-33%
YoY publisher search traffic, year to Nov 2025
Solutions Architecture & Reference ImplementationGraphRAG / RAG ArchitectureAI Strategy, Readiness & Risk Assessment
Explore Solution →
Media & Content

Synthetic Content & Fake Review Detection

Custom AI systems that detect fake reviews, synthetic content, and coordinated fraud across every platform where your brand appears. Built for the FTC's new enforcement reality.

$53,088
FTC penalty per fake review violation
275M+
Fake reviews blocked by Amazon alone in 2024
Computer Vision & Perception EngineeringKnowledge Graph & Domain Ontology EngineeringSecurity Assessment & Hardening
Explore Solution →
Retail & Consumer

AI Fit Prediction for Fashion E-Commerce

Fashion e-commerce loses more money to returns than to marketing, logistics, or fraud combined. The root cause in 53-70% of apparel returns is the same: the garment did not fit. Size charts reduce this to a guessing game.

$849.9B
U.S. retail returns, 2025
53-70%
Apparel returns caused by fit
Computer Vision & Perception EngineeringSimulation, Digital Twins & OptimizationSolutions Architecture & Reference Implementation
Explore Solution →
Retail & Consumer

E-Commerce AI Accuracy & Reliability Engineering

Shoppers who engage with AI convert at 4x the rate of those who don't. But one hallucinated product spec, one invented return policy, one unsafe recommendation shared on social media costs more than the entire project saves. We build the verification, grounding, and compliance layers that make e-commerce AI actually reliable.

4x
Higher conversion with AI engagement
9.2%
Average AI hallucination rate for general knowledge
GraphRAG / RAG ArchitectureGrounding, Citation & VerificationMulti-Agent Orchestration & Supervisor Controls
Explore Solution →
Retail & Consumer

Ethical Subscription Retention AI

Amazon paid $2. 5 billion for a cancel flow that took 6 clicks. Uber is facing 21 state attorneys general over 23 screens to cancel.

$2.5B
Amazon's dark pattern settlement
75%
Of SaaS churn is voluntary
Causal & Counterfactual ModelingFairness Audit & Bias MitigationRegulatory Risk & Litigation Readiness
Explore Solution →
Retail & Consumer

QSR Drive-Thru Voice AI Engineering

Fix drive-thru AI accuracy, prevent viral failures, and build accessible voice ordering. Expert QSR voice AI architecture, POS integration, and acoustic engineering for multi-unit restaurant chains.

93-96%
Autonomous accuracy at scale
$58K
Annual savings per location
Solutions Architecture & Reference ImplementationDeterministic Workflows & ToolingVoice AI & Conversational Systems
Explore Solution →
Transport & Logistics

AI Procurement Fairness & Supplier Diversity Compliance

Audit your procurement AI for bias. Veriprajna builds vendor-agnostic fairness testing for SAP Ariba, Coupa, GEP, and Ivalua supplier scoring, ensuring FAR Part 19 compliance and provable algorithmic equity.

49% Piloting, 4% Deployed
Procurement AI stuck in pilot purgatory
0 of 4 Major Platforms
Publish supplier scoring fairness metrics
Neuro-Symbolic Architecture & Constraint SystemsCausal & Counterfactual ModelingExplainability & Decision Transparency
Explore Solution →
Transport & Logistics

Agentic AI Travel Booking for TMCs and OTAs

Sabre with Mindtrip and PayPal is shipping end-to-end agentic booking in Q2 2026. Google AI Mode is booking Marriott directly. Amadeus Cytric Easy lives inside Microsoft Teams.

0.6%
GPT-4 success rate on the TravelPlanner benchmark
$812.02
Air Canada ordered to pay after chatbot invented a bereavement fare policy
AI Strategy, Readiness & Risk AssessmentSolutions Architecture & Reference ImplementationAI Governance & Compliance Program
Explore Solution →
Transport & Logistics

Airline Crew Scheduling AI: IROPS Recovery That Works When Legacy Solvers Fail

AI-powered crew scheduling and IROPS recovery for mid-size airlines. Augment Jeppesen or IBS with ML that handles cascading disruptions, crew tracking gaps, and DOT refund exposure.

$60B/year
Industry IROPS cost
4-12 hours
Manual crew recovery time
Model Development & Fine-TuningNeuro-Symbolic Architecture & Constraint SystemsAI Governance & Compliance Program
Explore Solution →
Sports & Entertainment

AI Biomechanics for PT Platforms & Corporate Wellness

Pose estimation is free. BlazePose, MoveNet, and MediaPipe are open-source and run on any phone. The hard problem is the layer above: exercise-specific biomechanical intelligence that knows a 70-year-old post-knee-replacement patient has different squat depth targets than a 30-year-old corporate athlete.

35%
PT patients fully adhere to home exercises
$3,591
Annual MSK burden per employee
Edge AI & Real-Time DeploymentNeuro-Symbolic Architecture & Constraint SystemsSolutions Architecture & Reference Implementation
Explore Solution →
Sports & Entertainment

Game AI NPC Intelligence and Edge Inference

We build neuro-symbolic NPC intelligence systems that separate game logic from dialogue generation, run locally on the player's GPU, and survive adversarial playtesting. No platform lock-in. No per-token bills.

$5.51B
NPC AI market by 2029
89.6%
Jailbreak success rate vs. standard NPC safety filters
Deterministic Workflows & ToolingSolutions Architecture & Reference ImplementationSafety Guardrails & Validation Layers
Explore Solution →
Sports & Entertainment

Physics-Constrained Computer Vision

Custom physics-constrained vision systems that eliminate false positives in sports tracking, semiconductor inspection, and manufacturing QA. Kalman filters, optical flow gates, and physics-informed architectures for production CV.

GraphRAG / RAG ArchitectureSensor Fusion & Signal IntelligenceSolutions Architecture & Reference Implementation
Explore Solution →

Build Your AI with Confidence.

Partner with a team that has deep experience in building the next generation of enterprise AI. Let us help you design, build, and deploy an AI strategy you can trust.

Veriprajna Deep Tech Consultancy specializes in building safety-critical AI systems for healthcare, finance, and regulatory domains. Our architectures are validated against established protocols with comprehensive compliance documentation.