Enterprise AI  ·  On-Premise  ·  Agent-to-Agent Protocol

AI agents built from
your processes,
not despite them

Most AI ignores how your business actually works. A2A Gateway starts there, mapping your real processes, extracting reusable AI skills, and deploying agents that understand your domain. On-premise. Fully auditable. Under your control.

5
Agent domains
21+
Skills ready to deploy
<50ms
Offline response time
100%
On-premise capable

The challenge

Enterprise AI adoption keeps stalling for the same reasons

The models are ready. The gap is everything around them: security, context, and the ability to scale across an organisation without starting over.

🔒

Your data cannot leave the building

Regulated industries (healthcare, legal, finance, government) cannot pipe sensitive data to third-party clouds. Most AI SaaS platforms are simply off-limits.

🧩

Generic AI doesn't know your business

Off-the-shelf models are trained on the internet, not your SOPs, escalation paths, or approval chains. Real value means teaching AI your context, not retrofitting your context to AI.

🔄

Every department reinvents the wheel

IT builds one bot, Customer Service buys another, Legal uses a third. No shared skills, no reuse, no compound value. The more you scale, the more fragmented it gets.

The approach

From existing process to AI workforce

Four stages that take you from mapping what you already have to deploying AI that fits your business, without throwing out what works.

01

Model how your business actually works

Use the visual Workflow Builder to map existing processes across departments and teams. Identify exactly where human effort is repetitive and where AI can step in, before writing a single line of code.

02

Extract AI capabilities from real work

Agent steps in your processes become Skills: reusable functions with defined input/output contracts. Register once, use across every department. No rebuilding the same capability twice.

03

Deploy agents that know your domain

Assign skill sets to agents by domain. IT, Legal, HR, Customer Service, Claims: each agent knows what it can do and exposes a consistent API your systems can call. No prompt engineering per department.

04

Agents collaborate, humans stay in control

Complex requests are routed across agents using the open Agent-to-Agent (A2A) protocol. Agents escalate, hand off, and collaborate with full audit trails. You decide where AI stops and humans begin.

Skill Domains

Any team. Any process. One platform.

Every enterprise has teams doing repetitive, process-driven work. A2A Gateway turns those processes into callable agent skills, regardless of department or industry.

Five included examples

IT Help Desk

Auto-triage tickets, search the knowledge base, draft resolutions, and escalate with full context preserved.

classify_ticket search_kb draft_response check_escalation

Customer Service

Multilingual support with real-time sentiment analysis, inquiry classification, and tailored response drafting.

analyze_sentiment detect_language classify_inquiry draft_response

Legal

Contract review, compliance checks, and legal research, processed on-premise to protect attorney-client privilege.

analyze_contract review_compliance legal_research extract_key_terms

HR

Handle leave, payroll, benefits, and grievance requests with policy-aware routing and eligibility checking.

classify_request answer_policy_question check_eligibility route_request

Claims Processing

Validate submissions, assess policy coverage, calculate payouts, and route to the right adjuster team automatically.

validate_claim assess_coverage calculate_payout route_claim

Finance. Procurement.
Operations. Compliance.
Supply Chain.

Any team. Any process.

Your team. Your process.

If your team follows a process, it can become an agent.

Finance approvals, procurement reviews, supply chain exceptions, compliance audits — if a team follows a repeatable process today, A2A Gateway can run it as an intelligent agent tomorrow. Your workflows don't change. They get faster, more consistent, and fully auditable.

Live in days, not quarters

No lengthy implementation projects. Describe the process, we extract the skills.

Nothing leaves your environment

Every process, every decision, every audit trail stays on your infrastructure.

Each department is independent

Add Finance without touching Legal. Add Procurement without touching HR. Departments scale on their own timeline.

Built for enterprise realities

Security and control aren't afterthoughts

Not another AI wrapper. A platform that respects your security requirements and compounds value across departments without creating new risk.

On-premise, air-gap capable

Deploy inside your own infrastructure. Data never leaves your perimeter. Supports fully offline operation using cached ML models and deterministic rules.

Always responsive, three ways

Every skill tries an ML model first, falls back to an LLM if a key is configured, and always has a rule-based fallback. Sub-50ms response even offline.

Bring your own models

Plug in Anthropic, OpenAI, or any HuggingFace checkpoint. Swap providers with one environment variable. Skill logic never changes when you change models.

Skills are reusable contracts

A skill is a pure function with a defined input schema, output schema, and version. Build it once, reuse it across the entire organisation without coupling.

Full audit trail

Every agent interaction, skill execution, and escalation is logged. SOC 2, HIPAA, GDPR, and ISO 27001 compliant architecture out of the box.

Open agent interoperability

Agents communicate using the open A2A protocol (JSON-RPC 2.0). Any A2A-compatible agent, from any vendor, can participate. Not a closed ecosystem.

Platform

Up in minutes. Running for years.

One command. Your agents discover their own skills, connect to your data, and start working — entirely within your infrastructure.

a2a-gateway — docker-compose up
$ docker-compose up
Starting services...
postgres ready on :5432
go-api listening on :8080
python-agents starting...
 
[skills] Scanning for domains...
[skills] it_helpdesk 4 skills registered
[skills] customer_service 4 skills registered
[skills] legal 5 skills registered
[skills] hr 4 skills registered
[skills] claims_processing 4 skills registered
 
[skills] 21 skills ready across 5 domains
[a2a] Agents online. Awaiting tasks.

Add your domain in a single file. The rest is automatic.

Your processes are already the blueprint. We build the agents from them.

Map what your teams do, extract AI skills from those steps, and have domain agents running in your environment, without a single data point leaving your network.

No cloud account required
Deploys in your own infrastructure
21 skills ready on day one
New domains in a single file

See a personalised 30-minute demo

We'll walk through your specific use cases, connect to your systems in a sandbox, and give you an ROI projection before you commit to anything.

Live system walkthrough
Your use case scenarios
ROI projections
Schedule your demo

Ready to build your AI workforce?

Tell us about your processes and we'll show you exactly which agents and skills apply to your organisation.

We respond within 24 hours. No commitment required.

Prefer email?

hello@a2agateway.com