—UTC,7:25 AM
BOOK A DISCOVERY CALL
BOOK A DISCOVERY CALL

Oct 23, 2026

IN /

iHarness

1 min read

iHarness: an on-premises harness for governed AI in software development

One container between your developers’ AI tools and your models — access rules, secret masking, guarded tool calls and repaired output, with every step audited and no calls home.

A man looks left

IOTA Labs Team

Data & AI Practice

One container between your developers’ AI tools and your models — access rules, secret masking, guarded tool calls and repaired output, with every step audited and no calls home.

iHarness runs inside your network between the AI tools your developers already use and the models or AI gateway you already operate. It speaks the OpenAI and Anthropic APIs those tools expect, so adoption is a base URL and a key — not new software. Per-user keys carry roles, expiry and instant revocation; secrets are masked before a prompt leaves; tool calls are checked against protected paths, destructive-command rules and, optionally, your own OPA policies.


It performs no inference and never calls home: a signed offline licence per tenant, a docker compose pilot in about a week, Kubernetes or OpenShift for production, and a signed offline bundle for air-gapped networks. Audit events flow to Splunk, Elastic, OpenTelemetry, Dynatrace or Sentry.

Oct 23, 2026

IN /

iHarness

1 min read

iHarness: an on-premises harness for governed AI in software development

One container between your developers’ AI tools and your models — access rules, secret masking, guarded tool calls and repaired output, with every step audited and no calls home.

A man looks left

IOTA Labs Team

Data & AI Practice

One container between your developers’ AI tools and your models — access rules, secret masking, guarded tool calls and repaired output, with every step audited and no calls home.

iHarness runs inside your network between the AI tools your developers already use and the models or AI gateway you already operate. It speaks the OpenAI and Anthropic APIs those tools expect, so adoption is a base URL and a key — not new software. Per-user keys carry roles, expiry and instant revocation; secrets are masked before a prompt leaves; tool calls are checked against protected paths, destructive-command rules and, optionally, your own OPA policies.


It performs no inference and never calls home: a signed offline licence per tenant, a docker compose pilot in about a week, Kubernetes or OpenShift for production, and a signed offline bundle for air-gapped networks. Audit events flow to Splunk, Elastic, OpenTelemetry, Dynatrace or Sentry.

Oct 23, 2026

IN /

iHarness

1 min read

iHarness: an on-premises harness for governed AI in software development

One container between your developers’ AI tools and your models — access rules, secret masking, guarded tool calls and repaired output, with every step audited and no calls home.

A man looks left

IOTA Labs Team

Data & AI Practice

One container between your developers’ AI tools and your models — access rules, secret masking, guarded tool calls and repaired output, with every step audited and no calls home.

iHarness runs inside your network between the AI tools your developers already use and the models or AI gateway you already operate. It speaks the OpenAI and Anthropic APIs those tools expect, so adoption is a base URL and a key — not new software. Per-user keys carry roles, expiry and instant revocation; secrets are masked before a prompt leaves; tool calls are checked against protected paths, destructive-command rules and, optionally, your own OPA policies.


It performs no inference and never calls home: a signed offline licence per tenant, a docker compose pilot in about a week, Kubernetes or OpenShift for production, and a signed offline bundle for air-gapped networks. Audit events flow to Splunk, Elastic, OpenTelemetry, Dynatrace or Sentry.

Oct 23, 2026

IN /

iHarness

1 min read

iHarness: an on-premises harness for governed AI in software development

One container between your developers’ AI tools and your models — access rules, secret masking, guarded tool calls and repaired output, with every step audited and no calls home.

A man looks left

IOTA Labs Team

Data & AI Practice

One container between your developers’ AI tools and your models — access rules, secret masking, guarded tool calls and repaired output, with every step audited and no calls home.

iHarness runs inside your network between the AI tools your developers already use and the models or AI gateway you already operate. It speaks the OpenAI and Anthropic APIs those tools expect, so adoption is a base URL and a key — not new software. Per-user keys carry roles, expiry and instant revocation; secrets are masked before a prompt leaves; tool calls are checked against protected paths, destructive-command rules and, optionally, your own OPA policies.


It performs no inference and never calls home: a signed offline licence per tenant, a docker compose pilot in about a week, Kubernetes or OpenShift for production, and a signed offline bundle for air-gapped networks. Audit events flow to Splunk, Elastic, OpenTelemetry, Dynatrace or Sentry.

(iota — 11)

Product updates

More updates

More updates

More updates

Notes on AI systems, architecture decisions,
and lessons from real deployments.

  • No hype. Just systems

  • Clarity beats automation

  • Decisions over demos

  • Designed for messy reality

  • Systems that hold under pressure

VALUES • VISION • BELIEF •VALUES • VISION • BELIEF •
VALUES • VISION • BELIEF •VALUES • VISION • BELIEF •

(iota — 15)

OUR PRINCIPLES

Book a
free call

We design AI systems that improve real work —
not just demonstrate technology.

We design AI systems that improve

real work — not just demonstrate technology.

We’ll review your
workflows, identify
where AI can create
impact, and outline
a clear path forward.

We’ll review your workflows, identify AI opportunities, and outline a clear path forward.

We’ll review your workflows, identify where AI can create impact, and outline
a clear path forward.

No preparation needed — we’ll guide the conversation
and focus on what matters.

No preparation needed — we’ll guide the conversation and focus on what matters.

7 AI products

100%

deployable on-prem, air-gapped

(iota — end)

Closing Frame

Built Right

AI systems designed for clarity, reliability, and real
operational environments — not just experiments.

Home
Home
Updates
Updates
Products
Products
About Us
About Us
Contact Us
Contact Us

Socials

001.

LINKEDIN

Legal

001.

PRIVACY POLICY

002.

LEGAL ENTITY

003.

TERMS OF SERVICE

© 2026

IOTA Technologies Company

IOTA Labs builds production AI systems for regulated enterprises.

(iota — end)

Closing Frame

Built Right

AI systems designed for clarity, reliability, and real
operational environments — not just experiments.

Home
Updates
Products
About Us
Contact Us

Socials

001.

LINKEDIN

Legal

001.

PRIVACY POLICY

002.

LEGAL ENTITY

003.

TERMS OF SERVICE

© 2026

IOTA Technologies Company

IOTA Labs builds production AI systems for regulated enterprises.