Real workflows
Three agent engagements we ship today. Each one is a real workflow, a real stack, and a real timeline. Pick the closest match to where your work breaks.
HEALTHCARE · MULTI-AGENT
Routine claims wait days while adjusters work through the queue. Exceptions get the same treatment as straightforward approvals.
The agent adjudicates routine claims end-to-end and escalates the exceptions with the case file already assembled.
ADK · A2A · Memory Bank · Model Armor
HEALTHCARE · PAYER
Authorization decisions take five to seven days. Clinical staff burn hours reading case files and drafting determinations.
The agent reads the case file, drafts the determination against medical necessity criteria, and holds the audit trail.
ADK · Memory Bank · Model Armor · Agent Registry
ENGINEERING · CROSS-VERTICAL
Review cycles drag. Defects slip past human reviewers. Senior engineers spend cycles on first-pass review instead of architecture.
The agent catches defects before review, drafts fixes, and surfaces audit-ready review notes on every PR.
ADK · Memory Bank · Evals
Engagement shapes
Each engagement scoped and priced before the SOW. No hourly billing. No discovery tax.
We sit with your team, pick the workflow that hurts most, and ship the first agent against it. ADK in your repo, evals on every commit, Model Armor wired to your policy. At the end of two weeks you own a runnable agent and a clear read on which workflows are worth productionizing next.
The four reasons
Most agent projects stall before production. Here is what we do differently.
We have shipped this workflow before. Your vertical is familiar. Your stack is known. No six-month discovery loop on our clock.
ADK templates, evals on every commit, Model Armor and Identity wired in from the first push. Not a POC that gets rewritten before launch. The first commit is the production foundation.
The agent lives in your Git org against your Google Cloud account and your secrets. No SaaS rent, no vendor middle layer, no black box. When the engagement ends, your engineers run it.
Hours saved per week. Error rate. Cycle time. Cost per transaction. We commit to the outcome in writing before the SOW. Delivery is what gets paid for.
Every component named, not paraphrased. The platform Google launched is the platform we ship against.
Four pillars define how Zinch delivers on the platform. Build is how we ship the agent. Scale is how we run it across teams and tenants. Govern is how security and audit become defaults. Optimize is how we measure, evaluate, and improve. Each card names its components verbatim.
Design and ship the agent.
We build from ADK templates in Agent Studio, draw on Agent Garden patterns when one fits, and pick the right Model Garden model for the job. Gemini 3.1 Pro or Flash by default, with Claude available where the workflow earns it. The agent has production structure from the first commit.
Agent Studio, ADK, Agent Garden, Model Garden
Learn more about Build
Run it across teams and tenants.
Agent Runtime executes the agent in production. A2A coordinates work between agents. Memory Bank holds durable state across sessions. One build serves many teams and tenants without rewrites as adoption grows.
Agent Runtime, A2A, Memory Bank
Learn more about Scale
Make security and audit a default.
Security and audit are defaults, not Phase 2. Model Armor at the gateway, Agent Registry tracking every agent, Agent Identity for granular permissions, Agent Gateway enforcing runtime policy. Every agent we ship is audit-ready on day one.
Agent Registry, Model Armor, Agent Gateway, Agent Identity
Learn more about Govern
Measure, evaluate, improve.
Evals score agent quality against real cases on every commit. Observability surfaces what happens in production. Agent Analytics shows how the agent is actually used. Together they turn "it shipped" into measured improvement.
Evals, Observability, Agent Analytics
Learn more about OptimizeDesign and ship the agent.
We build from ADK templates in Agent Studio, draw on Agent Garden patterns when one fits, and pick the right Model Garden model for the job. Gemini 3.1 Pro or Flash by default, with Claude available where the workflow earns it. The agent has production structure from the first commit.
Agent Studio, ADK, Agent Garden, Model Garden
Learn more about BuildRun it across teams and tenants.
Agent Runtime executes the agent in production. A2A coordinates work between agents. Memory Bank holds durable state across sessions. One build serves many teams and tenants without rewrites as adoption grows.
Agent Runtime, A2A, Memory Bank
Learn more about ScaleMake security and audit a default.
Security and audit are defaults, not Phase 2. Model Armor at the gateway, Agent Registry tracking every agent, Agent Identity for granular permissions, Agent Gateway enforcing runtime policy. Every agent we ship is audit-ready on day one.
Agent Registry, Model Armor, Agent Gateway, Agent Identity
Learn more about GovernMeasure, evaluate, improve.
Evals score agent quality against real cases on every commit. Observability surfaces what happens in production. Agent Analytics shows how the agent is actually used. Together they turn "it shipped" into measured improvement.
Evals, Observability, Agent Analytics
Learn more about OptimizeOutcomes
Six workflows we ship, each shown as the before and after a team could expect. The archetypes are anonymized and the numbers are illustrative. Exact ranges depend on your data, your volume, and your starting baseline. The numbers we commit to live in the SOW.
A regional health plan
What else moved
A third-party claims administrator
A 40-person recruiting firm
A regional brokerage
A 60-engineer product team
A multi-site light manufacturer
Readiness
Eighteen questions. Six dimensions. One tiered recommendation. No login. No sales call. We email the full breakdown.
Ship the first agent in two weeks. See where it leads.
Code
Lives in your Git org, owned from commit one.
Governance
Model Armor and Agent Registry on day one.
Speed
Two weeks to a runnable pilot. Eight to production.
Not ready to talk? Take the 4-min readiness assessment