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Built for the workflows that don’t fit a template.

Use Zangoh Enterprise when your AI application needs deeper data access,
stricter controls, private deployment, or dedicated rollout support.

Your Data Has Boundaries

Data residency, customer cloud, sensitive documents, regulated workflows, or internal-only systems.

Your Workflow Is Custom

Business rules, approvals, escalation paths, and edge cases that do not fit an off-the-shelf agent.

Your Stack Is Complex

CRMs, ERPs, ticketing systems, media pipelines, internal APIs, databases, document stores, or legacy tools.

Your Models Matter

BYO model keys, private models, open-source deployments, or specialized Zangoh model packs.

Your Risk Team Is Involved

Security review, audit logs, permissions, approvals, data retention, and governance are mandatory.

Your First Launch Must Work

Forward-deployed support to get from workflow mapping to production, not another pilot.

Applications first.
Control built in. Depth
when needed.

Start with a Zangoh application or blueprint. Run it in Zing. Extend it with forward-deployed engineering, private deployment, data readiness, and model optimization when your workflow requires more.

Zangoh Enterprise Architecture Diagram showing Applications (CustomerOps, Studio, Astra, Custom), Control layer (Zing), Deployment + Build, and Performance layers.

Run where your data lives.

Deploy in Zangoh Cloud for speed, private VPC for enterprise control, or controlled environments for regulated and sovereign programs.

Zangoh Cloud

Zangoh Cloud

Fastest path to value. Managed infrastructure, monitoring, and application operations from Zangoh.

Private VPC

Private VPC

Run inside your cloud perimeter with private networking, your policies, and managed Zangoh support.

On-Prem

On-Prem

For regulated, high-security, or sovereign programs where infrastructure and data movement are tightly controlled.

SSO
RBAC
Audit logs
BYO Model Keys
Replay
Data Controls
Usage Wallet
Human Approvals

We build with your operators, not around them.

Zangoh’s forward-deployed team works with your business and technical teams to map workflows, connect systems, build evals, launch production, and expose safe controls in Zing.

Zangoh Operator Rollout Workflow Diagram showing Map, Build, Test, Launch, and Improve steps.

Map

We sit with the people who know the work — sales reps, support leads, content teams, analysts, reviewers, operators.

Build

We start from a blueprint, connect your data and tools, configure the workflow, and add the missing pieces.

Test

We create scenarios, run sandbox tests, evaluate quality, check policy adherence, and verify tool actions.

Launch

We deploy in your chosen environment, monitor live usage, and keep the application improving through Zing.

Not a handoff. Not a black box. A production rollout with controls your team can use.

Use the best model
for the work.

Bring Gemini, GPT, Claude, Sarvam, open-source, private, or Zangoh models. Zing gives visibility into model routes, cost, quality, fallbacks, and performance.

BYO Model Keys

Use your existing enterprise model contracts and keep usage visible in Zing.

Model-Agnostic Routing

Route by quality, cost, latency, language, privacy, or policy.

Zangoh Model Packs

Specialized models for translation, ASR, TTS, OCR/VLM, lip-sync, or domain-specific tasks.

Private Models

Support private or self-hosted model endpoints where security and control require it.

Zangoh Model Routing Architecture Diagram showing Quality Mode, Cost estimate, Primary and Fallback model options.

AI fails without the right context.

Zangoh helps prepare the data your AI application needs — from documents and databases to product catalogs, SOPs, media assets, customer histories, and multilingual archives.

Zangoh Astra Data and Context Pipeline flowchart visual card showing ingestion from documents, databases, APIs and media to Zangoh App and Zing Control.

Documents

Use Astra to extract layout, text, tables, charts, images, languages, and structured outputs from messy files.

Knowledge

Connect SOPs, policy documents, websites, catalogs, manuals, and internal knowledge bases.

Structured Data

Pull real-time context from CRMs, ERPs, databases, order systems, ticketing systems, and custom APIs.

Multimodal Data

Use transcripts, video, audio, images, PDFs, screenshots, and media assets inside AI workflows.

Entity Context

Build customer, project, asset, order, ticket, or account context for more consistent applications.

Governed from the first workflow.

Zangoh Enterprise is built around permissions, approvals, audit trails, model controls, cost limits, source grounding, and deployment visibility.

Security and Governance Grid

Controls for identity, evidence, model routes, tools, data, cost, release, and deployment visibility.

governance state
policy active
release gated
access

SSO/RBAC

single sign-on, roles, workspaces

trace

Audit Logs

runs, routes, tools, approvals

review

Approval Gates

human checks for risky actions

route

Model Control

profiles, fallback, private models

tools

Tool Permissions

allowed actions by system

data

Data Retention

retention, redaction, residency

memory

Memory Governance

scoped memory and recall rules

cost

Cost Limits

budgets, caps, hard stops

release

Release Gates

staged deploys and rollback plans

deploy

Deployment Visibility

cloud, VPC, on-prem status

Identity And Access

SSO, RBAC, workspace permissions, tool-level access, and approval roles.

Audit Trails

Track workflow changes, releases, tool calls, approvals, model routes, memory access, and user actions.

Human Approval

Require review for risky actions, high-cost jobs, sensitive outputs, refunds, discounts, or final media exports.

Data Controls

Retention policies, source permissions, redaction, memory controls, and data residency options.

Tool Governance

Know which systems the application can access, what actions are allowed, and when approval is required.

Cost Controls

Set budgets, usage wallets, hard stops, alerts, and model-level cost visibility.

Everything stays
visible in Zing.

Once your AI application is live, Zing gives your team the control surface: workflows, playbooks, knowledge, tools, models, approvals, releases, cost, replay, and improvement requests.

Replay

See the context, tool calls, policies, approvals, cost, and outcome for every workflow.

Change Requests

Route by quality, cost, latency, language, privacy, or policy.

Evals And Release Gates

Test changes before production and roll back when quality degrades.

Ops Agents

Get QA, SRE, spend, security, integration, knowledge, and revenue insights.

Zangoh Zing AI Application Dashboard showing session replay preview, quality scores, and usage cost analysis.

A clear path from first workflow to
enterprise rollout.

Start where the workflow is valuable, repetitive, data-heavy, and painful to operate manually.

01

Build

Workflow discovery, blueprint configuration, integrations, data setup, evals, security review, and launch.

02

Operate

Zing platform, hosting or deployment support, monitoring, replay, support, usage wallet, and application operations.

03

Improve

Monthly optimization, new workflows, eval updates, better context, cost tuning, and release support.

04

Optimize Models

Optional model packs, custom model deployment, fine-tuning, benchmarking, or private model support.

Start small. Prove value. Expand with control.

Common enterprise entry points.

Start where the workflow is valuable, repetitive, data-heavy, and painful to operate manually.

Customer Operations

Sales, support, lead qualification, product guidance, order status, escalation, and customer memory.

Media And Language

Localization, dubbing, subtitles, accessibility, content generation, review, and release workflows.

Document Intelligence

Digitize & structure scanned, multilingual, table-heavy, visually rich documents for search, RAG, AI workflows.

Finance And Compliance

Evidence packs, policy workflows, approvals, document review, audit trails, and regulated handoffs.

Public Sector

Multilingual citizen workflows, document archives, controlled deployments, and sovereign-ready AI programs.

Custom Operations

Any repeatable workflow with data, tools, decisions, approvals, and measurable outcomes.

Built from real deployments, not slides.

Zangoh’s enterprise work spans customer operations, media workflows, document intelligence, and private AI deployments. Detailed demos and references are available in enterprise briefings.

CustomerOps Demo

See a sales/support application qualify leads, update systems, escalate, and replay decisions in Zing.

View Demo

Studio Demo

See localization, dubbing, subtitle, accessibility, and generation workflows with review and cost tracking.

View Demo

Astra Demo

See messy documents become layout-aware, multilingual, structured, RAG-ready outputs.

View Demo

Private Deployment Walkthrough

See how Zangoh handles model choice, tools, data, audit, approvals, and deployment controls.

View Demo

Customer references available subject to approval and NDA.

Bring us one workflow.

We’ll map the data, tools, controls, deployment path, and first production application — then show how it runs in Zing