Hive Forensics AI
Hive Forensics AI (HIVE A.I.) is a Florida-based private software development and secure AI integration firm serving regulated-industry clients in healthcare, finance, legal, and government since 2019, anchored by its proprietary KnoLo deterministic knowledge framework.
- Company typePrivate
- Founded2019
- HeadquartersMiami Beach, United States
- Headcount11–50
- GTM typeB2B
- OfferingServices
What Hive Forensics AI does
Hive Forensics AI Inc. (operating as HIVE A.I.) is a Florida-based custom software development and secure AI integration firm founded in 2019. The company builds production-ready software systems and private AI deployments for businesses in regulated industries, explicitly targeting healthcare, financial services, legal, government, and IP-heavy organizations that require strict data control, auditability, and compliance. Its service portfolio spans custom full-stack development, RAG knowledge systems, on-premise and hybrid AI deployment, AI workflow automation, AI agent development, and AI governance and evaluation. Core technical assets include the proprietary KnoLo deterministic knowledge framework (also released as an open-source knolo-core npm package) and the Vektaris Embedding Store research/open-source project.
The company operates as a sales-led professional services firm with a structured discovery-to-delivery approach: initial scope sharing via WhatsApp or web consultation, engineer-led solution calls covering architecture and budget, then execution sprint kickoff. Geographic focus is South Florida (Miami, Boca Raton, Fort Lauderdale) with stated capacity to serve U.S. businesses nationwide. The revenue model is entirely project-based and contract-based, offering a 7–14 day prototype sprint as a low-risk entry point followed by full-stack delivery and multi-year private AI deployment contracts. Pricing is quote-based and not publicly disclosed.
Technology differentiation centers on KnoLo's deterministic retrieval approach, which contrasts with conventional vector search by emphasizing reproducibility, auditability, and source grounding for compliance-sensitive contexts. The company also pursues applied research in retrieval-aware small language models and operates a content/newsletter channel (Hive Labs) for thought leadership. With 11–50 employees, no disclosed funding rounds, and no named customer logos, the firm remains a small, self-funded or lightly capitalized boutique competing on regulatory specialization and production execution rather than scale.
Hive Forensics AI firmographics
Firmographics- Name
- Hive Forensics AI
- Legal name
- Hive Forensics AI Inc.
- Website
- https://hiveforensics.com
- Company type
- Private
- Founded year
- 2019
- Operating status
- Operating
- Headcount range
- 11–50 employees
- Short description
- Hive Forensics AI (HIVE A.I.) is a Florida-based private software development and secure AI integration firm serving regulated-industry clients in healthcare, finance, legal, and government since 2019, anchored by its proprietary KnoLo deterministic knowledge framework.
- Ownership category
- akta.pro rank
Hive Forensics AI industry classification
Industry- Product category
- Custom Software Development & AI Integration Services
- NAICS
- Computer Systems Design and Related Services (54151)
- akta.pro primary industry
- AI Observability, Monitoring & Evaluation Platforms (Drift, Quality, Safety) (HDAEANAF)
- akta.pro secondary industries
- Audit, Explainability & Accountability Tooling (traceability, reporting) (HDAAAKAL), Model Governance, Approval Workflows & Auditability (HDAAABAJ), Agents & Autonomous Workflows (Tool Use, Planning, Multi-Agent) (HDAAACAF)
Keywords
Where Hive Forensics AI is headquartered
LocationHeadquarters
- HQ city
- Miami Beach
- HQ country
- United States
- HQ region
- North America
Offices4 records
Markets served
Hive Forensics AI business model
Business model- GTM type
- B2B
- Offering type
- Services
- Cost components
- Personnel, Technology or R&D, Operations, Marketing or Sales
Revenue model
- Custom Software Development: Full-stack product engineering including frontend, backend, API, database, auth, and integrations. Delivered as architecture-to-launch partnership for businesses replacing manual workflows, legacy tools, or fragmented internal systems.
- Secure AI Integration Services: AI integration for existing business workflows including API and ERP integrations, role-based controls, observability, and change management. Revenue generated through project-based engagements.
- Private AI Deployment: On-premises and hybrid AI deployment for organizations requiring strict data control, auditability, and compliance. Includes architecture design, implementation planning, and production deployment.
- Prototype Sprint: 7-14 day fast scoping and working demo engagements to validate ROI before full implementation budget commitment. Provides solution scope, ROI success metrics, working prototype, and execution roadmap.
- AI Workflow Automation: Automation agents and workflow systems with guardrails, approvals, escalation paths, and monitoring loops for operations, support, and internal teams.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Other | Pay-as-you-go | Prototype Sprint (7-14 days) - Fast ROI validation |
| Other | Multi-year contract | Full-Stack Product Delivery - Production-ready build |
| Other | Multi-year contract | Private AI Deployment - On-prem/hybrid |
Go-to-market motion1 record
Distribution channels2 records
Marketing channels5 records
Hive Forensics AI product offering
Product offeringCore offering
Hive Forensics AI Inc. (operating as HIVE A.I.) is a Florida-based firm that designs, builds, and ships production-ready custom software systems with privacy-first secure AI integration. The company delivers full-stack product engineering (frontend, backend, API, database, auth, integrations) and integrates AI capabilities—RAG knowledge systems, on-prem/private AI deployment, AI workflow automation, AI agents, and governance/evals—into client operations, primarily for regulated industries. Engagements are structured as a 7–14 day Prototype Sprint for ROI validation followed by full production delivery, supported by the proprietary KnoLo deterministic knowledge framework.
Product overview
Hive Forensics AI Inc. (operating as HIVE A.I.) is a Florida-based custom software development and secure AI integration firm serving South Florida and U.S. businesses since 2019. The company's portfolio centers on a service-based model combining Custom Software Development, AI Integration Services, and Secure AI Integration as core offerings, augmented by specialized capabilities including RAG Knowledge Systems (powered by the proprietary KnoLo framework), Private AI Deployment, On-Prem AI Deployment, AI Workflow Automation, AI Agent Development, and AI Governance & Evals. Geographic service offerings (Miami, Boca Raton, Fort Lauderdale, Florida-wide) represent location-specific entry points to the same core service set. Additional delivery services include API/ERP Integration, Custom SaaS Development, Internal Tools Development, Business Portal Development, AI Prototype Sprint, and AI Architecture Review. The company also contributes to the AI research community through Hive Labs, which publishes open-source tools including the KnoLo Core npm package and the Vektaris Embedding Store. The delivery model follows a structured onboarding process: scope the use case (1-2 business days), prototype quickly (7-14 days working demo), then ship to production with security, monitoring, and guardrails.
Differentiator
Problem solved
Functional benefit
Brands
- KnoLo: Deterministic Knowledge Framework for Secure AI Systems. A knowledge framework for deterministic retrieval and explainable outputs that helps build privacy-aware systems without defaulting to black-box vector search.
Products and services
- Custom Software Development Full-stack product engineering including frontend, backend, API, database, auth, and integrations. Delivered as an architecture-to-launch partnership for businesses replacing manual workflows, legacy tools, or fragmented internal systems.
- Secure AI Integration Security-focused AI integration with governance, observability, role-based controls, and compliance-aware implementation patterns. Covers API and ERP integrations, observability, and change management.
- RAG Knowledge Systems Custom Retrieval-Augmented Generation systems that connect internal documents to AI answers with source-grounded response design and role-based access controls, powered by the KnoLo framework.
- Private AI Deployment On-premises and hybrid AI deployment for organizations requiring strict data control, auditability, and compliance. Includes architecture design, implementation planning, model selection, tuning, secure local inference, and operational playbook with governance controls.
- AI Workflow Automation Automation workflows that triage, route, report, and execute repetitive work with guardrails, approvals, escalation paths, and human oversight for operations, support, and internal teams.
- AI Agent Development
- AI Governance and Evals Evaluation harness, regression testing, monitoring with feedback loops, and policy controls for safe AI outputs—treating AI like production software with measurable quality and operational visibility.
- AI Prototype Sprint A 7–14 day fast scoping and working demo engagement that validates ROI before full implementation budget commitment. Deliverables include solution scope with ROI success metrics, a working full-stack or AI-enabled prototype, and an execution roadmap with risk controls.
- AI Architecture Review Architecture design, implementation planning, and production deployment review covering API integration, role-based controls, and observability for AI-enabled systems.
Quantifiable outcome
- Prototype delivery in 7-14 days for fast ROI validation
- +2 more outcomes
Companies that use Hive Forensics AI
Customer profileSegments5 records
Ideal customer profiles2 records
Hive Forensics AI technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- No
- API docs
- API detail
Core technology
AI maturity
App detail
AI capability5 records
Feature5 records
Hive Forensics AI partnerships and signals
Strategic signalScale indicators2 records
Recent moves6 records
Expansion highlights5 records
Hive Forensics AI competitors and assessment
Company assessmentDirect peers
- Slalom: Custom technology and AI consulting firm with strong regulated-industry and on-prem delivery practices; directly comparable to Hive Forensics' project-based AI integration motion targeting enterprise buyers.
- Thoughtworks: Custom software and AI/ML engineering consultancy with deep experience building production-grade, governed AI systems — closely comparable in technology stack, delivery model, and regulated-buyer focus.
- Centric Consulting: Mid-size US consulting and custom software firm with strong regulated-industry practice; comparable in size, project-based delivery model, and target verticals to Hive Forensics.
- Kin + Carta: Digital engineering consultancy building custom data and AI platforms for enterprises; comparable to Hive's full-stack product engineering and AI integration service lines.
- Adastra: Data and AI services firm delivering custom AI/ML integration and governance to regulated enterprises; overlaps with Hive's secure AI integration and on-prem deployment focus.
Emerging players
- WhyLabs: AI observability and evaluation platform for production models, covering drift, quality, and safety — overlaps with Hive's KnoLo-based deterministic monitoring and AI Governance & Evals services.
- Arize AI: AI observability and evaluation platform for LLM and ML applications, with drift and quality monitoring — overlapping with Hive's production-AI evals and monitoring value proposition.
- Jellyfish: AI engineering and governance platform that helps enterprises measure, govern, and scale AI investments — adjacent to Hive's regulated-AI governance and audit-focused services.
Broad incumbents
- Cognizant: Global IT services and consulting firm with large-scale AI integration practices serving healthcare, finance, and government — the same regulated-buyer market as Hive Forensics, but at much greater scale.
- Accenture: Largest global professional services firm with extensive secure/private AI deployment offerings for regulated industries; competes broadly with Hive for the same enterprise AI integration wallet.
Market position
Strengths4 records
Weaknesses5 records
Competitive moat5 records
Key risks5 records
Key highlights5 records
Customer concentration
Hive Forensics AI social profiles
Digital presenceHive Forensics AI financial estimates
Financial estimateRevenue estimate
Valuation estimate
Hive Forensics AI leadership team
Management profileNumber of profiles
Profiles1 record
Hive Forensics AI funding detail
Funding detailFunding overview
Funding rounds
Investors
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
Hive Forensics AI M&A and investment
M&A and investmentM&A
Investments
M&A and investment is available on the Subscription and Enterprise plan.Contact sales →
Frequently asked questions about Hive Forensics AI
What does Hive Forensics AI do?
Hive Forensics AI Inc. (operating as HIVE A.I.) is a Florida-based firm that designs, builds, and ships production-ready custom software systems with privacy-first secure AI integration. The company delivers full-stack product engineering (frontend, backend, API, database, auth, integrations) and integrates AI capabilities—RAG knowledge systems, on-prem/private AI deployment, AI workflow automation, AI agents, and governance/evals—into client operations, primarily for regulated industries. Engagements are structured as a 7–14 day Prototype Sprint for ROI validation followed by full production delivery, supported by the proprietary KnoLo deterministic knowledge framework.
Is Hive Forensics AI a public or private company?
Hive Forensics AI is a private company. It is classified as founder individual operated bootstrapped and is currently operating.
When was Hive Forensics AI founded?
Hive Forensics AI was founded in 2019. It employs 11 to 50 people.
Where is Hive Forensics AI based?
Hive Forensics AI is headquartered in Miami Beach, United States, in the North America region.
How does Hive Forensics AI make money?
Five revenue lines are on record. Custom Software Development is the primary driver. The others are secure AI Integration Services, private AI Deployment, prototype Sprint and AI Workflow Automation.
Who are Hive Forensics AI's main competitors?
Direct peers on record are Slalom, Thoughtworks, Centric Consulting, Kin + Carta and Adastra. Emerging players are WhyLabs, Arize AI and Jellyfish. Broad incumbents are Cognizant and Accenture.
Does Hive Forensics AI have an API?
No public API is recorded for Hive Forensics AI.
What industry is Hive Forensics AI in?
Hive Forensics AI's product category is Custom Software Development & AI Integration Services. Its primary akta.pro industry code is HDAEANAF, AI Observability, Monitoring & Evaluation Platforms (Drift, Quality, Safety), with a secondary code of HDAAAKAL, Audit, Explainability & Accountability Tooling (traceability, reporting). Its NAICS code is 54151.