Goldfinch AI is eZintegrations’ native agentic AI engine. It deploys a coordinated network of AI agents — Planner, Specialist Sub-Agents, Critic and Aggregator — that work together to execute complex enterprise tasks autonomously, from start to finish, without a human directing each step.
Level 4 · Agentic AI · eZintegrations
Your enterprise,
run by agents.
Goldfinch AI is eZintegrations' agentic AI platform for multi-agent orchestration — purpose-built for enterprise automation at scale.
Define an objective. Goldfinch AI deploys a coordinated network of AI agents that plan, execute, validate and deliver outcomes — autonomously, across your entire enterprise. No prompt engineering. No custom pipelines.
No prompt engineering
No custom pipelines
Go live in days
5,000+ connectors
Multi-agent orchestration model
Planner Agent
Decomposes goal → assigns sub-tasks
↓
Sub-Agent A
Data Retrieval
Sub-Agent B
Document Analysis
Sub-Agent C
API Execution
Sub-Agent N
Custom Function
↓
Critic Agent
Guardrails
Quality Check
Confidence Threshold
Reflection / Retry
↓
Aggregator Agent
Synthesises & delivers final outcome
Outcome delivered · Audit logged · Human gate optional
Reflection loop re-triggers specialists if confidence threshold not met
The Problem
Enterprise automation has hit a ceiling.
Rule-based workflows and co-pilot tools were a good start. But they were never built for the complexity, exceptions and judgment that real enterprise operations demand every day.
01
Workflows break on exceptions
Rule-based iPaaS handles clean, predictable paths well. But real enterprise operations throw exceptions, edge cases and decisions that require judgment — not rules. Every exception becomes a manual task.
iPaaS limitation
02
AI tools still need babysitting
LLM wrappers and co-pilots assist humans but cannot act independently. Every step still requires a person to review, approve and move things forward. That is not automation — that is a smarter UI.
Co-pilot limitation
03
Custom agents take months to build
Building with LangChain, LangGraph or custom frameworks means months of developer time, prompt engineering, brittle pipelines and ongoing maintenance — before you see a single outcome in production.
DIY agent limitation
The answer
Goldfinch AI closes the gap — autonomous agents that execute, validate and deliver enterprise outcomes without hand-holding.
How It Works
One goal. Four agents. Autonomous outcome.
Goldfinch AI follows a hierarchical multi-agent model. You define the objective — Goldfinch AI assembles and orchestrates the right agents to plan, execute, validate and deliver the result.
1
Planner Agent
Receives the objective, breaks it into sub-tasks and assigns them to the right specialists
2
Specialist Sub-Agents
Execute assigned tasks in parallel — retrieving data, calling APIs, analysing documents and more
3
Critic Agent
Validates every output against guardrails, quality checks and confidence thresholds before proceeding
4
Aggregator Agent
Synthesises all outputs into a final result and delivers it — audit logged and ready
Reflection & Retry Loops
Shared Persistent Memory
Human-in-the-Loop Gates
Watcher Tools & Event Triggers
Confidence Threshold Enforcement
Full Audit Trail
From objective to outcome — step by step
What happens inside Goldfinch AI from the moment you define a goal.
1
You define the objective
Via Chat UI or triggered automatically from a workflow event, API call or schedule.
2
Planner decomposes the goal
Breaks the objective into discrete sub-tasks and assigns each to the right specialist agent.
3
Specialists execute in parallel
Each sub-agent runs its task using the 9 native tools — APIs, documents, data, web and more.
4
Critic validates every output
If confidence is below threshold, a Reflection loop re-triggers the specialist automatically.
5
Aggregator delivers the result
Final outcome delivered — audit logged, with optional human approval gate before posting.
Not a chatbot. Not a co-pilot.
Goldfinch AI does not assist a human — it completes the task end-to-end without needing a human to direct each step.
Works inside eZintegrations workflows
Agents can call any of 5,000+ connectors, read ERP data, post results and trigger downstream workflows automatically.
Reflection loops mean self-correction
If a result falls below the confidence threshold, the Critic flags it and the Reflection loop re-runs the task automatically.
Deploy via Chat UI or workflow node
Use the Chat UI for plain-language queries, or embed Goldfinch AI as a step inside any eZintegrations workflow.
Ships Ready. No Setup.
9 native agent tools, out of the box.
Every Goldfinch AI deployment includes these 9 tools from day one. No integrations to build, no API keys to configure, no prompt engineering required.
Knowledge Base Vector Search
Semantic search across enterprise knowledge stores, uploaded documents and structured data sources.
Document Intelligence
Extract, classify and reason over invoices, contracts, purchase orders, forms and unstructured documents.
Data Analysis
Run structured queries and analytical reasoning over enterprise datasets, ERP exports and data warehouses.
Data Analytics with Charts & Dashboards
Generate charts, graphs and live dashboards from enterprise data on demand — no BI tool required.
Web Crawling
Browse and extract intelligence from live web sources, competitor sites, supplier portals and public databases.
Watcher Tools
Monitor events, data thresholds and system triggers in real time — agents act the moment a condition is met.
API Tool Call
Invoke any REST or SOAP API as a native agent action — connect to ERPs, CRMs, third-party services and more.
Integration Workflow as Tool
Wrap any existing eZintegrations workflow as a callable agent tool — reuse what you already built.
Integration Flow as MCP
Expose any eZintegrations workflow as an MCP endpoint — callable by external AI agents and LLM systems.
Not limited to 9 tools — extend self-service
Build and connect additional custom tools beyond these 9 without any engineering support. Add external APIs, custom scripts or internal systems as agent tools directly from the eZintegrations platform.
Self-Service Extensible
Two Ways to Deploy
Chat UI or Workflow Node — your choice.
Goldfinch AI is not a fixed interface. Deploy it as a conversational Chat UI for your team, or embed it as an autonomous step inside any eZintegrations workflow. Both modes run the same agent engine.
Mode 1
Deploy as Chat UI
Ask complex business questions in plain language. Goldfinch AI orchestrates the right agents, retrieves data from your connected systems, validates the output and responds — all in a single conversational thread. No dashboards. No reports. Just answers.
- Ask anything — "What is our AP liability across all entities this week?"
- Agents retrieve, analyse and synthesise data from 5,000+ connected systems
- Multi-turn conversation — follow up, refine, drill down
- Role-based access — each user sees only what they are authorised to see
- Every session fully audit logged for compliance
Mode 2
Deploy as Workflow Node
Embed Goldfinch AI as a step inside any eZintegrations workflow. Trigger it from an API call, a scheduled job or a system event. It executes autonomously, completes its task and passes the output to the next step — zero manual intervention required.
- Trigger on schedule, event, API call or upstream workflow step
- Agent runs, completes task and passes result downstream automatically
- Connect to SAP, Oracle, Salesforce and 5,000+ systems natively
- On-premises systems supported via IPSec Tunnel
- Combine with standard workflow steps — no limit on what comes before or after
Use both modes together
Run Goldfinch AI as a workflow node overnight to process and prepare data, then let your team query the results via Chat UI the next morning. Same agent engine, two surfaces.
Real Outcomes
What enterprises run on Goldfinch AI.
Agents working across Finance, Supply Chain, Compliance, HR, Operations and Data — autonomously, end to end.
✳ Illustrative examples — not exhaustive
Finance · Accounts Payable
Autonomous 3-way invoice match and exception resolution
Trigger: Invoice arrives in AP inbox
1
Document Intelligence extracts invoice fields2
Agent matches against PO and goods receipt in ERP3
Exception detected — agent resolves or routes for approval4
Approved invoice auto-posted to ERP95% touchless rate · Zero manual re-keying
Supply Chain · Procurement
Multi-supplier RFQ analysis and PO recommendation
Trigger: RFQ response deadline reached
1
Agent collects quotes from supplier portal and email2
Compares price, lead time, compliance and history3
Ranks suppliers with justification and risk flags4
Recommended PO drafted and routed for one-click approvalDecision in minutes · Full audit trail retained
Compliance · Legal
Automated contract review and obligation extraction
Trigger: Contract uploaded to document store
1
Document Intelligence extracts clauses and obligations2
Agent scores risk against company policy rules3
Flags non-standard terms with recommended redlines4
Summary report delivered to legal teamLegal review time reduced significantly · Risk logged
HR · Talent Acquisition
CV screening, shortlisting and interview scheduling
Trigger: Application received for open role
1
Agent extracts skills and experience from CV2
Scores against job description criteria3
Shortlisted candidates ranked and passed to HCM4
Interview invites sent automatically via calendar APIHours of screening per role eliminated · Bias reduced
Operations · Customer Service
Order exception detection and autonomous resolution
Trigger: Watcher detects shipment delay flag
1
Agent identifies affected orders and customers2
Checks inventory for alternative fulfilment options3
Re-routes order or proposes credit — within policy4
Customer notified automatically with revised ETAExceptions resolved before customer contacts support
Finance · Reporting
Automated financial close pack generation
Trigger: Month-end close date reached
1
Agent pulls GL, AP, AR and payroll data from ERP2
Runs variance analysis against prior period and budget3
Generates commentary, charts and exception flags4
Close pack delivered to CFO inbox before 8amDays of manual close work reduced to hours
Goldfinch AI works across any function, any industry. These six examples illustrate the pattern — a trigger, agents executing across your systems, a validated outcome delivered. The same model applies whether you are in manufacturing, healthcare, retail, logistics or financial services.
See More Use Cases
Transparent Pricing
Pay per automation. Not per seat, not per transaction.
No platform fee. No connector pricing. No volume charges for non-LLM automations. You pay annually per automation — and AI Credits only apply when Goldfinch AI is actively reasoning and executing.
Workflow Automation Pricing
Annual per automation — unlimited transactions
Non-LLM automations run unlimited transactions with no per-execution charges. Business growth does not increase your integration cost.
- No platform fee
- No connector pricing
- Unlimited non-LLM transactions
- Priced annually per automation
- Automations from Free to $150/month
- Dev & Test at one-third of production cost
- 24x7 global support included
AI Credits
Only when AI is actively working
AI Credits apply only when an automation includes AI-driven processing — document intelligence, reasoning layers or autonomous agent logic. No AI step means zero AI cost.
- Each Goldfinch AI tool invocation
- Each LLM reasoning cycle
- Document Intelligence extractions
- Knowledge Base Vector Search queries
- Agent Reflection loop re-runs
- Web Crawling actions
- Data Analytics chart generation
How AI Credits scale with what you use
Non-LLM workflows always cost zero AI Credits regardless of transaction volume. Credits only apply when Goldfinch AI intelligence is running.
Non-LLM workflow automation
0 credits
1 Document Intelligence step
Low
Single AI Agent task
Medium
Multi-agent orchestration run
Higher
Full Goldfinch AI orchestration with Reflection loops
Highest
No platform fee. No connector fee. No surprises.
AI Credits scale exactly with how much intelligence you use — nothing more. Non-LLM automations run unlimited transactions at the annual automation price. You always know what you are spending and why.
Why Goldfinch AI
Built for enterprise. Not patched together.
Most agentic AI tools are developer frameworks or point solutions that require months of custom engineering. Goldfinch AI ships as a production-ready, no-code enterprise platform from day one.
| Capability | Goldfinch AI | LangChain / LangGraph | Relevance AI | MS Copilot Studio |
|---|---|---|---|---|
| No-code deployment | Yes — fully no-code | No — developer required | Partial | Partial |
| Native ERP connectors | 5,000+ out of the box | Build your own | Limited | Microsoft stack only |
| Multi-agent orchestration | Native 4-role model | Framework only | Basic | Single agent |
| On-premises connectivity | IPSec Tunnel — native | Custom build required | Cloud only | Limited |
| MCP endpoint support | Integration Flow as MCP | Community libraries | No | No |
| Human-in-the-Loop gates | Built-in, configurable | Manual coding required | Basic | Yes |
| Reflection / Retry loops | Native Critic Agent | Custom implementation | No | No |
| Pre-built templates | 1,000+ templates | None | Limited | Microsoft use cases only |
| Time to first agent | Days | Weeks to months | 1–2 weeks | 1–2 weeks |
What makes Goldfinch AI different
Built on an enterprise integration backbone
Goldfinch AI runs inside eZintegrations — agents have native access to 5,000+ connectors, ERP systems, on-premises infrastructure and 1,000+ pre-built templates. No other agentic platform ships this.
Dynamic Tool Calling and MCP support
Agents call tools dynamically at runtime — not from a fixed list. Any eZintegrations workflow can be exposed as an MCP endpoint, making it callable by external AI agents and LLM systems.
Enterprise security and compliance
SOC 2 Type II, HIPAA and GDPR compliant. On-premises systems connected via IPSec Tunnel — outbound HTTPS only, no inbound firewall changes. Single and multi-tenant deployment options available.
See Goldfinch AI run a live enterprise use case
30 minutes. Your use case. Real systems. No slides.
Enterprise Ready
Built to run in the most demanding enterprise environments.
Security, compliance, uptime and connectivity standards that enterprise procurement teams require — not as an afterthought, but as core infrastructure.
SOC 2 Type II Certified
Independently audited security controls covering availability, confidentiality and processing integrity across eZintegrations infrastructure.
Certified
HIPAA Compliant
Meets all HIPAA requirements for handling protected health information — suitable for healthcare, pharma and life sciences enterprise deployments.
Compliant
GDPR Compliant
Full compliance with EU General Data Protection Regulation — data residency, processing agreements and right-to-erasure controls fully supported.
Compliant
On-Premises via IPSec Tunnel
Connect SAP, Oracle, Infor LN and other on-premises systems securely via IPSec Tunnel — outbound HTTPS only, zero inbound firewall changes required.
Native Support
99.9% Uptime SLA
Enterprise-grade availability guarantee backed by contractual SLA — with monitoring, incident response and transparent status reporting.
Guaranteed
Single & Multi-Tenant
Choose dedicated single-tenant infrastructure for maximum isolation, or shared multi-tenant for cost efficiency — both options fully supported.
Flexible
Flexible deployment options
eZintegrations and Goldfinch AI are designed for enterprise security requirements — connecting to your on-premises systems, supporting your tenancy model and giving IT full control over access and audit.
On-Premises Connectivity
Connect to on-premises SAP, Oracle, Infor LN and legacy systems via IPSec Tunnel — outbound HTTPS only, zero inbound firewall changes required.
Single & Multi-Tenant Options
Choose dedicated single-tenant infrastructure for maximum data isolation, or shared multi-tenant for cost efficiency — both options fully supported.
Role-Based Access Control
Define exactly who can access which agents, workflows and data. Every session is audit logged — full visibility for IT, security and compliance teams.
Compliance
SOC 2 Type II
HIPAA
GDPR
IPSec Tunnel
99.9% SLA
Single & Multi-Tenant
99.9%
Uptime SLA guaranteed
5,000+
Pre-built connectors
1,000+
Automation templates
9
Native Goldfinch AI tools out of the box
Frequently Asked Questions
Goldfinch AI Platform
What is Goldfinch AI?
How is Goldfinch AI different from an AI chatbot or co-pilot?
Chatbots and co-pilots assist humans — they answer questions or suggest next steps, but a human still has to act. Goldfinch AI executes the task end-to-end. It retrieves data from your connected systems, validates the output, resolves exceptions and delivers a final result — autonomously, with no hand-holding required.
Do I need to know prompt engineering or coding to use Goldfinch AI?
No. Goldfinch AI is fully no-code. You define the objective in plain language and the agent network handles decomposition, execution and validation automatically. No prompt engineering, no custom pipelines, no developer involvement required.
How do AI Credits work?
Your eZintegrations platform fee covers all workflow runs, integrations and connectors — unlimited. AI Credits are only consumed when Goldfinch AI is actively reasoning and executing: each tool invocation, each LLM reasoning cycle, each Document Intelligence extraction. If a workflow has no Goldfinch AI steps, zero credits are consumed.
Can Goldfinch AI connect to our on-premises ERP systems?
Yes. eZintegrations connects to on-premises SAP, Oracle, Infor LN and other legacy systems via IPSec Tunnel — outbound HTTPS only, no inbound firewall changes required. Goldfinch AI agents have full access to these systems through the same connection.
What are the 9 native tools that ship with Goldfinch AI?
Every Goldfinch AI deployment includes: Knowledge Base Vector Search, Document Intelligence, Data Analysis, Data Analytics with Charts and Dashboards, Web Crawling, Watcher Tools, API Tool Call, Integration Workflow as Tool, and Integration Flow as MCP. You can also add more tools self-service beyond these 9.
What is a Reflection loop?
A Reflection loop is Goldfinch AI’s self-correction mechanism. When the Critic Agent validates a Specialist’s output and finds it falls below the confidence threshold, it automatically re-triggers that agent to redo the task — without any human intervention. This ensures output quality before the Aggregator delivers the final result.
What is Human-in-the-Loop and how does it work?
Human-in-the-Loop (HITL) gates are configurable checkpoints where Goldfinch AI pauses execution and routes to a designated human approver before proceeding. You define which actions require approval — for example, posting a payment above a certain value or approving a contract clause — and Goldfinch AI enforces it automatically.
How long does it take to deploy a first Goldfinch AI agent?
Most customers deploy their first working agent in days. eZintegrations ships with 1,000+ pre-built templates and all 9 native tools ready to use from day one — no prompt engineering, no custom pipeline development and no lengthy implementation projects required.
Can I use Goldfinch AI as both a Chat UI and inside a workflow?
Yes — and you can use both together. Deploy Goldfinch AI as a Chat UI so your team can ask questions in plain language, and simultaneously embed it as an autonomous step inside eZintegrations workflows that run on a schedule or event trigger. Both modes use the same agent engine.
Is Goldfinch AI secure and compliant?
Yes. eZintegrations is SOC 2 Type II certified, HIPAA compliant and GDPR compliant. Goldfinch AI runs within the same security boundary — every agent session is fully audit logged, role-based access controls determine what each user can query, and on-premises connectivity uses IPSec Tunnel with no inbound firewall exposure.
Get Started
Ready to deploy your
first agent?
See Goldfinch AI run a live enterprise use case in 30 minutes. Your systems, your data, your use case — no slides, no scripted demos.
No commitment required
Live demo in 30 minutes
Your use case, not ours
Go live in days
SOC 2 Type II
HIPAA Compliant
GDPR Compliant
99.9% Uptime SLA
5,000+ Connectors
Go live in days
