AI PRODUCT DEVELOPMENT • AGENTIC SYSTEMS • AUTOMATION

Build the AI product your business actually needs.

ARC2 Technologies LLC designs and develops custom AI products across the full spectrum of modern artificial intelligence: Agentic AI agents, multi-agent workforces, intelligent business automation, AI-powered SaaS applications, knowledge and memory systems, AI assistants, industry-specific AI platforms, workflow engines, analytical tools, AI-enabled client portals, decision-support systems, and human-supervised autonomous operations.

Our systems are designed to do more than answer questions. They can perform defined business tasks, coordinate multi-step workflows, use approved organizational knowledge, analyze information, generate work products and reports, interact with users, integrate with external systems, preserve operational context, and escalate sensitive or high-impact decisions to humans.

Progenitor AI

Progenitor™ AI Project Assistant

Use the floating assistant to explore ARC2 capabilities, compare solutions, begin project discovery, or request a live human conversation.

AI ProductsCustom + industry systems
Multi-AgentCoordinated AI workforces
Human ControlApproval where it matters

AI product development, end to end.

From an idea or business problem through architecture, development, verification, demonstration and deployment.

Custom AI Products

Purpose-built AI web applications, SaaS products, client portals, internal tools and branded commercial AI systems.

Agentic AI Workforces

Single agents and coordinated multi-agent teams with task ownership, orchestration, shared knowledge and human approval controls.

AI Knowledge & Memory

RAG, structured knowledge, hybrid JSON/JSONL data, operational memory and evidence-aware information workflows.

Workflow Automation

AI-assisted operations for sales, healthcare, finance, tax, research, security, administration and other business domains.

AI Assistants

Customer-facing and internal assistants for product guidance, discovery, service, documentation and expert workflow support.

Dashboards & Visualization

Executive dashboards, process visualization, activity monitoring, metrics, audit trails and workflow evidence.

Integration

API-connected workflows, payment systems, documents, external services and controlled browser-assisted operations where appropriate.

Human-in-the-Loop

Approval gates for financial, regulated, contractual, production or other high-impact decisions that should remain human-controlled.

How we build your AI product

A visible development path from business problem to working AI system.

1

Discover

Define the business problem, users, data, constraints and measurable outcome.

2

Architect

Design the AI roles, workflows, interfaces, knowledge, approvals and integrations.

3

Prototype

Create an interactive working version that demonstrates the intended business process.

4

Verify

Test workflow behavior, security assumptions, exceptions, human approvals and outputs.

5

UAT

Place the system in front of the client for acceptance testing and refinement.

6

Deploy

Prepare production delivery, documentation, monitoring and post-launch support.

Industries we serve

ARC2 develops reusable AI architecture and then specializes the workflow for the client’s industry.

Legal ServicesResearch support, document workflows, matter intake, client communication, deadline coordination and governed legal AI assistance.
HealthcareClinical documentation, revenue cycle, intake, coding support and patient-service workflows.
Financial ServicesRevenue operations, financial analysis, reconciliation, research, multi-market intelligence and human-controlled decision support across supported market workflows.
Tax & AccountingDocument intake, preparation workflows, review queues, reporting and human-supervised automation.
CybersecurityAuthorized diagnostics, findings analysis, remediation workflows and reporting.
Sales & MarketingProspecting, qualification, product matching, follow-up and multi-agent sales operations.
Insurance & ActuarialData preparation, scenario analysis, research and professional analytical workflow support.
Professional ServicesResearch, document workflows, client portals, reporting and task coordination.
Custom EnterpriseDepartment-specific AI workforces, internal tools, SaaS products and cross-system automation.

ARC2 Portfolio & Case Studies

Explore how ARC2 turns industry problems into AI-agent architectures, controlled workflows, working demonstrations and measurable business outcomes.

CounselGrid
LEGAL SERVICESAGENTIC AI

CounselGrid™

Business problem

Reduce repetitive administrative and knowledge-work burdens while preserving attorney and institutional human authority.

Agent architecture
Intake→Analyze→Human Review
ARC2 approach

ARC2 coordinates legal intake, analysis and workflow support through specialized agents while preserving attorney and institutional review authority at the decision points that require human judgment.

Open CounselGrid™
MedBill Nexus
HEALTHCAREMULTI-AGENT RCM

MedBill Nexus™

Business problem

Coordinate intake, coding support, claims, denials and financial operations without losing human oversight.

Agent architecture
Intake→Claims→Denials
ARC2 approach

ARC2 connects intake, coding support, claims, payer responses, denials and financial operations into a coordinated agent workflow, with human review and escalation retained for consequential billing decisions.

Open Product
RevenueForce
SALESAI WORKFORCE

RevenueForce™

Business problem

Automate prospect research, qualification, sales assistance and follow-up while retaining human handoff.

Agent architecture
Research→Qualify→Follow-Up
ARC2 approach

ARC2 orchestrates prospect research, qualification, sales assistance and follow-up as a connected revenue workflow, using agent handoffs to move opportunities forward while preserving human control of client-facing decisions.

Open Product
SecAgent
CYBERSECURITYAUTHORIZED TESTING

SecAgent™

Business problem

Turn authorized security diagnostics into structured findings, remediation guidance and professional reporting.

Agent architecture
Diagnose→Risk→Report
ARC2 approach

ARC2 structures authorized security diagnostics into evidence-based findings, risk interpretation, remediation guidance and professional reporting, with safeguards and approval requirements for higher-impact testing.

Open Product
ClinScribe
HEALTHCARECLINICAL AI

ClinScribe™

Business problem

Reduce documentation burden while keeping clinicians in control of the final clinical note.

Agent architecture
Capture→Draft→Review
ARC2 approach

ARC2 coordinates patient information capture, documentation assistance and clinical workflow support so agents can reduce repetitive documentation work while clinicians retain authority over the final clinical record.

Open Product
Architeck
ENTERPRISEAI OPERATIONS

Architeck™

Business problem

Coordinate AI-assisted opportunities, projects, approvals and enterprise workflows through a unified operations layer.

Agent architecture
Opportunity→Project→Approve
ARC2 approach

ARC2 combines opportunity discovery, project coordination, AI-assisted production and approval checkpoints into a unified operating layer designed to move work from opportunity to controlled execution.

Open Product
ProTaxAgent
TAXHUMAN-SUPERVISED

ProTaxAgent™

Business problem

Organize tax documents and preparation workflows while maintaining human review for professional and filing decisions.

Agent architecture
Intake→Prepare→Review
ARC2 approach

ARC2 organizes document intake, tax-preparation assistance and review into a guided workflow that can reuse relevant prior-year information while keeping filing and professional decisions subject to human verification.

Open Product
Actuara
INSURANCE & ACTUARIALPREDICTIVE AI

Actuara™

Business problem

Actuarial and risk teams need faster forecasting, scenario analysis, risk intelligence and evidence preparation without removing qualified professional judgment.

Agent architecture
Forecast→Risk→Review
ARC2 approach

ARC2 coordinates forecasting, scenario analysis, risk intelligence and evidence preparation through specialized actuarial agents, accelerating analytical work while preserving qualified professional judgment and review.

Open Product
LedgerForce
ACCOUNTING & FINANCEAI WORKFORCE

LedgerForce™

Business problem

Finance teams need to coordinate reconciliation, AP/AR, reporting, forecasting, exceptions and audit preparation across disconnected systems and repetitive manual workflows.

Agent architecture
Reconcile→Analyze→Approve
ARC2 approach

ARC2 connects reconciliation, AP/AR, reporting, forecasting, exception handling and audit preparation into a coordinated finance-agent workflow with approval checkpoints for consequential accounting actions.

Open Product
Fin$Agent
FINANCIAL ANALYSISAI WORKFORCE

Fin$Agent™

Business problem

Finance teams need faster financial statement analysis, forecasting, scenario modeling, risk analysis and decision-ready reporting without removing human financial judgment.

Agent architecture
Analyze→Stress Test→Report
ARC2 approach

ARC2 combines financial-statement analysis, forecasting, scenario modeling, stress testing and risk analysis into an agentic workflow that produces decision-ready reporting while keeping financial judgment with the client.

Open Fin$Agent
Bolt Nexus
MULTI-MARKET INTELLIGENCEAGENTIC AI

Bolt Nexus™

Business problem

Multi-market clients need a unified way to monitor equities, crypto, foreign exchange, commodities and supported prediction markets without turning market intelligence into uncontrolled automated trading.

Agent architecture
Analyze→Risk Validate→Client Approval
ARC2 approach

Specialist market agents monitor supported data feeds, identify information that warrants attention, coordinate with Risk Guardian, and communicate through recognizable agent identities. Proposed actions remain subject to explicit client approval before eligible execution.

Open Bolt Nexus™
DocView
TELEMEDICINECONNECTED HEALTH

DocView™

Business problem

Make remote-care interactions easier to access and coordinate for patients and telemedicine professionals.

Agent architecture
Connect→Assess→Clinician
ARC2 approach

ARC2 combines a patient-facing telemedicine experience with guided digital workflows designed to support remote care while keeping medical decisions with qualified healthcare professionals.

Open DocView™
SurgeAI
SURGICAL AIHUMAN CONTROLLED

SurgeAI™

Business problem

Give surgical teams a coordinated AI support layer for planning, monitoring, imaging context and timely alerts without displacing surgeon authority.

Agent architecture
Plan→Monitor→Surgeon
ARC2 approach

Specialized surgical agents organize pre-operative intelligence and intra-operative observations, surface alerts to the surgeon, and require human acknowledgement and control for consequential actions.

Open SurgeAI™
OutS-kill
CREATIVE AIENTERTAINMENT

OutS-kill™

Business problem

Build a direct-to-audience digital identity around an AI-created music group, album experience and merchandise brand.

Agent architecture
Create→Publish→Engage
ARC2 approach

ARC2 combines AI-assisted creative production with a branded web experience for music previews, lyrics, digital commerce and audience engagement.

Open OutS-kill™
NEW ARC2 PRODUCT

Ivy™ Customer Service AI

A branded, voice-enabled customer-service AI product with a smartphone-style interface, guided conversations, human escalation, and approved connections to client infrastructure.

24/7 AI AssistantVoice + TextHuman HandoffClient Infrastructure

Turn the ARC2 chat architecture into a deployable customer-service product.

Ivy can answer service and product questions, guide customers through support or sales conversations, collect structured information, recommend next steps, escalate to a human, and connect to approved client systems through APIs, webhooks, CRM/help-desk connectors, scheduling, order systems, knowledge services, and internal workflows.

Customer Conversation EngineVoice, text, greeting, guided questions, knowledge answers, follow-up suggestions, and context-aware handoff.
Smartphone Service ConsoleMobile-first customer interface plus a compact operator experience for human responses and conversation status.
Knowledge & Brand LayerClient FAQs, policies, services, workflows, terminology, tone, and escalation instructions.
Infrastructure Connector HubApproved REST APIs, webhooks, CRM/help desk, scheduling, order status, ticketing, contact forms, and custom systems.
Human Approval & EscalationThe AI can identify when a conversation should move to a person instead of guessing or taking a high-impact action.
Service IntelligenceConversation volume, topics, unanswered questions, escalations, common requests, and workflow signals.
I
Ivy™Customer Service AI · Online
Customer: GuestChannel: Web + Voice
IvyHi! I can help with product questions, service requests, orders, scheduling, or connect you with a person. What can I help with?
CustomerI need help choosing the right AI service.
IvyI can help. Are you looking for an AI assistant, one specialized agent, or a multi-agent workforce?
Client Infrastructure Connections
Ivy™ Connector Hub
CRM
Help Desk
Email
SMS / Voice
Scheduling
Orders
Knowledge
Custom API
Connections are configured only to systems the client authorizes and that expose suitable APIs, webhooks, or supported integration methods.

Ivy™ Fixed Fee Schedule

Exact package prices for the stated scope. External provider charges, telephony/SMS fees, model usage, hosting, and commercial third-party licenses are separate unless the written scope says otherwise.

IVY LAUNCH
$2,500

Branded website customer-service AI for one business.

  • Voice + text chat
  • Up to 500 curated knowledge entries
  • Guided follow-up questions
  • Human live handoff
  • Contact / lead capture
  • Basic conversation logging
  • Responsive smartphone interface
IVY MULTI-CHANNEL
$7,500

Broader support architecture for coordinated service channels.

  • Everything in Professional
  • Up to 3,000 knowledge entries
  • Up to three infrastructure integrations
  • Multi-department routing
  • Email / messaging workflow hooks
  • Advanced analytics & unresolved-question queue
  • Human approval workflows
IVY ENTERPRISE
$12,500

Enterprise customer-service AI platform for multiple teams and workflows.

  • Everything in Multi-Channel
  • Up to 5,000 knowledge entries
  • Up to five approved infrastructure integrations
  • Role-based staff access
  • Admin operations dashboard
  • Department-specific guided flows
  • Audit / escalation event logging

Fixed Add-Ons

Additional API / System Integration$1,000
Additional 1,000 Knowledge Entries$750
Additional Service Department$1,250
Custom Customer / Operator Dashboard$1,500
Custom PDF Service Report Generator$750
Authentication & Staff Roles$1,000
Production Deployment Assistance$750
30-Day Post-Launch Support$1,000
Monthly Maintenance & AI Optimization$1,500/mo

Product Name Options

Ivy™ is the working name in this version. Alternatives:

Ivy™Celine™Arthur™Clara™Ellis™Nova™Amelia™Julian™Vera™Elena™Oliver™Sophia™

Before commercial launch, perform trademark and domain checks for the final name.

FREE AI AUTOMATION ANALYZER

Where can AI save your business time and money?

Tell Progenitor™ what kind of business you operate. The analyzer prepares a structured business profile and sends it to the existing ARC2 Progenitor assistant for an industry-specific automation assessment and prioritized implementation roadmap.

ARC2 AI Automation Analyzer — Discover, Prioritize, Automate, Grow
Discover → Prioritize → Automate → GrowProgenitor™ converts your business profile into a practical automation opportunity map.
1 · Describe your business

AI Automation Discovery Wizard

No technical knowledge required. Start with your industry, then add whatever operational details you know.

Areas you want analyzed optional

Do not enter passwords, account numbers, protected health information, confidential client records, or other sensitive data. Savings and ROI figures produced by the assessment are planning estimates and should be validated against your actual operating data.

2 · Receive your roadmap

What Progenitor will analyze

Highest-value opportunities first

Ranks repetitive, delay-prone, high-volume or revenue-sensitive processes.

Process + current pain point

Explains what is happening today and why the workflow is a candidate for automation.

Automation design

Shows how AI agents, workflow rules, integrations, messaging, RAG/knowledge, dashboards or human approvals could help.

Impact + implementation

Provides estimated time/cost savings ranges, implementation difficulty, dependencies and ROI rationale.

90-day prioritized roadmap

Organizes recommendations into Quick Wins, Phase 2 Integrations and Strategic Automation.

Example output

HVAC Company

🔴 Lead Follow-Up — High OpportunityAutomate rapid text/email response, qualification and scheduling.
🟠 Appointment Reminders — High OpportunityReduce no-shows with scheduled reminders and confirmation workflows.
🟠 Estimate Follow-Up — High OpportunityAutomatically follow up on open estimates and route interested customers to staff.
🟡 Review Requests — Medium OpportunityTrigger review requests after completed jobs.
HVAC automation example
Industry workflow example
Examples of industries that can be analyzed
Cross-industry analysis
90-day automation roadmap
Prioritized implementation roadmap
Example potential time savings
Estimated business impact
AI BUSINESS EDUCATION CENTER

Learn where AI can improve your bottom line

Explore industry-specific AI use cases, download executive guides, estimate opportunity areas, and see which ARC2 systems can demonstrate the workflow.

Free Industry AI Guides

Practical education for legal, healthcare, cybersecurity, accounting, finance, tax, insurance, sales, professional services and SMB operations.

Open AI Education Center

AI Opportunity Assessment

Identify repetitive work, bottlenecks, measurable baselines, governance requirements and potential automation candidates before buying an AI system.

Run Free AI Automation Analyzer

Current ARC2 projects

Select a product to open its current ARC2 splash page directly in a new browser window or tab. Product splash pages are not embedded inside the ARC2 homepage.

CounselGrid™ logo

CounselGrid™

Agentic AI legal-services platform for law firms and institutions, with Gavel™ as the client-facing legal AI guide.

ClinScribe™ logo

ClinScribe™

AI clinical documentation and workflow support from patient intake through final note.

MedBill Nexus™ logo

MedBill Nexus™

Agentic medical billing and revenue-cycle workflow system with human-supervised operations.

Architeck™ logo

Architeck™

Intelligence systems platform for AI-assisted business operations, workforce automation and enterprise workflows.

SecAgent™ logo

SecAgent™

Authorized cybersecurity diagnostic and reporting workflows for websites and web applications.

ProTaxAgent™ logo

ProTaxAgent™

Multi-agent tax preparation workflow system with human review and controlled automation.

RevenueForce™ logo

RevenueForce™

Agentic AI sales task force for prospecting, qualification, sales assistance, follow-up and reporting.

Actuara™ logo

Actuara™

Agentic actuarial intelligence workforce for forecasting, risk analysis, scenario modeling and professional workflow support.

LedgerForce™ logo

LedgerForce™

Agentic AI accounting and financial operations workforce for reconciliation, reporting, forecasting, exceptions and governed automation.

Fin$Agent™ logo

Fin$Agent™

Agentic AI financial analyst workforce for financial statement analysis, forecasting, valuation, risk, scenario modeling and quarterly reporting.

Bolt Nexus™ logo

Bolt Nexus™

Agentic multi-market intelligence platform coordinating specialized agents across equities, crypto, foreign exchange, commodities and supported prediction markets, with risk validation and explicit client approval before eligible trade execution.

DocView™ logo

DocView™

Telemedicine web platform supporting patient and clinician workflows, remote-care access, and connected healthcare experiences.

SurgeAI™ logo

SurgeAI™

Human-controlled surgical intelligence platform for pre-operative planning, intra-operative decision support, monitoring, alerts, and supervised surgical AI workflows.

OutS-kill™ logo

OutS-kill™

ARC2 AI entertainment project: an AI rap group, music experience, digital album platform, lyrics, previews, and branded merchandise ecosystem.

Progenitor BrainStorm™ logo

Progenitor BrainStorm™

Predictive artificial memory and reasoning platform powering ARC2 research, knowledge and agentic workflows.

ARC2 Trust Center

Clear client safeguards, AI governance, security expectations and support resources.

Start a conversation

Use Progenitor for immediate guidance, request live human contact, or send a project inquiry.

Project inquiry






Why ARC2 Technologies

ARC2 focuses on practical AI systems that can be demonstrated, tested and placed into a controlled business workflow—not just conceptual prototypes.

Engagements can include requirements discovery, UI/UX, agent architecture, business logic, workflow automation, knowledge integration, reporting, testing, deployment and post-launch support.

Need a person? Open the floating Progenitor widget and choose Human Live Contact. The indicator will show whether an ARC2 operator is currently online.

Case Study