Open and composable
The platform is reviewed for open, composable, connected architecture — built to work across vendors with standards like APIs, MCP, and webhooks, not a proprietary black box.
Awards · Agent Ready 2026
Ingest Labs is Agent Ready 2026
The MACH Alliance has independently recognized Ingest Labs with the Agent Ready Award — verifying that our marketing data infrastructure powers real, production agentic work on open, composable standards.
Independently reviewed
Production, not pilot
Open & composable
MACH Agent Ready Award
Recognizing MACH members powering agentic solutions live in production — verified against published criteria.
What the Agent Ready Award verifies
When you see the Agent Ready mark, MACH Alliance has already confirmed the technology is open and composable — and that real agentic work is running in production, not just in a slide deck.
Production, not pilot
Agent Ready requires demonstrated agentic work live at scale — independently reviewed against submitted evidence, not self-reported experiments or demos.
Assessed by category
Criteria differ for software vendors, system integrators, and infrastructure providers — so recognition reflects how each organization actually ships agentic capability.
“It’s a trusted signal for brands looking to identify proven solutions as the agent ecosystem continues to mature.”Jason Cottrell · President of the MACH Alliance
An agent is only as good as the data underneath it
Agent Ready recognizes production agentic capability. For Ingest Labs, that starts with the marketing data layer agents depend on — first-party events, identity, quality signals, and open delivery so answers stay grounded in what’s actually happening.
Server-side first
Capture that survives blockers, ITP, and browser privacy changes.
Open via MCP
Agents query live marketing data through Model Context Protocol.
Events
Server-side collection of page, product, cart, and conversion events with durable delivery.
Identity
First-party identity resolution that keeps visitors consistent across sessions and devices.
Traffic quality
Signal quality scoring so agents don’t optimize against bots and invalid traffic.
Consent & privacy
Consent-aware pipelines built for GDPR, CCPA, and first-party data strategies.
Agent delivery
MCP and open connectors so AI agents can query the same source of truth teams already trust.
Where the recognition is useful
Agent Ready is built for moments when agentic AI credibility matters — not just partner selection decks.
RFPs and procurement
A documented, independently reviewed answer to “what’s your agent strategy, and what’s live today” — without relying on a sales deck alone.
Shortlisting
Separate vendors with real production agentic experience from those still early — before heavy demos and discovery cycles.
Reference-checking
Recognized organizations have been through an independent review of the work behind their recognition — not self-reported claims alone.
Internal benchmarking
Gauge where your own agentic AI work stands against what’s already recognized in the market when building the case for investment.
Scope of the recognition
-
It confirms the specific agentic solution assessed — the named use case, integration, or deployment reviewed for that submission — not every product line or business unit.
-
It reflects one submission assessed against MACH Alliance’s criteria for that cycle, evaluated on its own merits.
-
It’s renewed annually, so the badge reflects a point-in-time assessment against that year’s criteria.
Questions about the award
What does MACH Alliance Agent Ready mean?
Agent Ready is an independent recognition from the MACH Alliance for members powering agentic solutions live in production. It confirms the technology is open and composable — and that real agentic work has been reviewed against published criteria, not just described in a pitch.
How is it different from MACH certification?
MACH certification covers the broader open, composable architecture standard. Agent Ready is a separate recognition on top of that: it specifically verifies demonstrated production agentic work for a given cycle.
Who benefits from this recognition?
Brands evaluating agentic AI vendors and partners — for RFPs, shortlists, reference checks, and internal benchmarking. It gives buyers an independently reviewed signal instead of relying on self-reported claims alone.
How can I verify the recognition?
Visit the official MACH Alliance Agent Ready page. Recognized organizations are listed there, and the program criteria are published by the Alliance.
How long is the recognition valid?
Agent Ready is renewed annually. The badge reflects a point-in-time assessment against that year's criteria, current as of the most recent review.
Does this change anything in the Ingest Labs product?
No. Recognition validates production agentic capability already in market. Your existing Ingest Labs setup, data flows, and integrations continue as configured — Agent Ready is an independent signal about readiness, not a product toggle.
Get started
See what your agents are working with
Book a demo to see how Ingest Labs delivers the first-party marketing data layer AI agents need — open, production-ready, and independently recognized as Agent Ready.
Live in <24 hours
No code changes
SOC 2 compliant