Intelligent AI World — Production AI Agents for High-Value Workflows

01 / The Gap

The market isn't short on AI.
It's short on AI that ships.

Every board has a mandate. Every team has a pilot. Almost no one has a production agent earning revenue this quarter. That delta — between demo and deployed — is the single largest unmet need in enterprise software in 2026.

of enterprise AI agent pilots never reach production. Industry research · 2026

Enterprise AI spend forecast for 2026

AI Governance Today

Of 2026 AI investment expected to fail ROI

Talyx · AI ROI Index

Of enterprises with agents in production

VaaSBlock 2026

Gartner multi-agent inquiries, Q1 '24 → Q2 '25

Gartner

US economic value of AI agents per year by 2030

McKinsey

Of enterprise apps with task-specific agents by '26

Gartner forecast

Saved per knowledge worker per week with agents

Productivity studies, 2026

02 / Verticals

Built for healthcare.
Expanding from there.

Healthcare operations is our wedge — prior authorization and denials are the largest unautomated white-collar workload in the economy. Legal and a few adjacent verticals are where we expand. We go deep before we go wide.

— Vertical 01 · Our focus

Healthcare

For operations teams under the most pressure.

Prior auth, claims, scheduling, intake, clinical documentation — the non-clinical layer of healthcare is the largest unautomated white-collar workload in the economy. We ship agents that move it.

Prior authorization Claims & denials Intake & scheduling Clinical docs RCM

Modeled outcome · illustrative

For a regional health system: prior-auth turnaround cut from 14 days to 36 hours, with 92% first-pass approval against payer policies.

$150B

Annual US healthcare savings opportunity from AI by 2026

Explore healthcare

— Vertical 02

Legal

For the firms not waiting on AmLaw 100 vendors.

Drafting, review, research, intake, and matter management. The category leader proved the demand at $190M ARR. We bring the same production discipline to mid-market firms and in-house counsel.

Contract review Drafting Legal research Matter intake Discovery

Modeled outcome · illustrative

For a 60-attorney commercial firm: an MSA-review agent surfacing 24 risk clauses in 90 seconds, with attorney sign-off rate above 88%.

$11B

Valuation of the legal-AI category leader at $190M ARR

Explore legal

— Vertical 03

Universities

For the institutions reshaping how learning happens.

Admissions, advising, research support, and faculty productivity — the campus runs on workflows that have waited a decade for the right technology. We bring it, and we operate it.

Admissions triage Student advising Research copilots Curriculum design Faculty agents

Modeled outcome · illustrative

For a 14,000-student R1 university: an admissions-triage agent processing 6,000 applications in 11 days at 96% reviewer agreement.

~6.4h

Saved per knowledge worker per week once agents are deployed properly

Book a university audit

03 / The Studio

We don't sell models.
We sell outcomes that compound.

Intelligent AI World is a vertical implementation studio. We pick one workflow worth owning inside your business, build the production-grade agent around it, and stay on to tune, evaluate, and expand. The result is an AI system measured the same way you measure revenue.

Vertical, never horizontal.

Generalist AI shops are invisible. We embed deep in one domain — your domain — so the system understands your data, your edge cases, and your compliance bar.

Production-first engineering.

Evaluation framework on day one. Drift monitoring. Audit trails. Human-in-the-loop where it matters. The discipline that separates the 11% from the 89%.

Outcome-aligned pricing.

Fixed fees for diagnosis and build. Outcome-priced retainers for the agents we operate. Our incentives sit on the same side of the table as your P&L.

We eat what we cook.

Nine in-house apps shipped on Product Hunt. Every methodology we sell, we first prove inside our own portfolio. Operators trust operators.

04 / Engagements

Four ways to work with us.

Most clients start with one production agent on their highest-cost workflow — that's the sprint. The audit scopes it, the retainer compounds it, a custom program scales it.

Tier 01 · Diagnostic

AI Readiness & Opportunity Map

$10K–$25K

2 weeks · fixed scope

Data, process, and integration audit
Scored map of 12-month agent opportunities
One named workflow recommended for production
Board-ready brief with branded methodology

Risk-reversal If the Opportunity Map doesn't surface a workflow worth $500K in annual value, we refund the engagement.

Start with the audit

Most clients start here

Tier 02 · Implementation

Production Agent Sprint

$75K–$300K

8–14 weeks · per workflow

One workflow, end-to-end, in production
Evaluation framework + drift monitoring from day one
Human-in-the-loop tooling and audit trail
Defined ROI target — measured, not promised
Outcome-priced when the metric is unambiguous

Scope a sprint

Tier 03 · Retainer

Intelligent Agent Operations

$10K–$50K/ month

+ % of measured value created

Continuous model tuning and prompt iteration
Eval drift monitoring with monthly scorecards
Expansion to adjacent workflows as wins compound
Executive review cadence with your leadership

Talk about ongoing

Tier 04 · Bespoke

Custom Program

Let's talk

Multi-workflow · multi-quarter

Multi-workflow agent programs
Board-level AI strategy
In-house team handover & training
Vertical platform development

Talk to Harish

06 / How a sprint runs

From signed SOW to production agent in under 90 days.

Week 01 — 02

Wedge & instrument

We name the one workflow worth automating, define the ROI metric, and stand up the eval harness before a single line of agent code ships.

Week 03 — 06

Build the spine

Data ingestion, retrieval, model orchestration, tools, and the human-in-the-loop surface. Continuous eval gates every change.

Week 07 — 10

Shadow & harden

Run the agent in shadow against live work. Tune for your edge cases. Lock down audit trails, role permissions, and drift alarms.

Week 11 — 14

Ship & compound

Cut over to production. Monthly executive scorecard. Adjacent workflows queued for the next sprint while the first earns its keep.

07 / In-house Lab

Nine apps shipped. Three flagships.
One operating playbook.

We dogfood. Every methodology we sell, we first prove inside our own portfolio — nine in-house apps launched on Product Hunt, each built with the same production discipline we bring to client engagements.

In production

SimplOS

An operating system for everyday work.

An AI-native workspace that unifies the tools small teams juggle every day — notes, tasks, files, assistants — into one calm surface.

Visit SimplOS

Closed beta

Dona Legal

AI for the legal professional.

Drafting, review, and research for law practices — built with lawyers, evaluated against real matters, designed to slot into the workflows firms already trust.

Request access

Early access

Twinn me

Your digital twin, on call.

A personal AI that learns how you think, write, and decide — so it can answer, schedule, and act on your behalf without losing your voice.

Join the waitlist

Launch log.

Live on Product Hunt

2026·04·12

↳ Twinn me

240 upvotes

View →

2026·02·28

↳ Dona Legal

412 upvotes

View →

2026·01·15

↳ SimplOS

684 upvotes

View →

2025·11·09

↳ Medix

198 upvotes

View →

2025·09·22

↳ D-Drive

274 upvotes

View →

2025·07·30

↳ Autologue X

156 upvotes

View →

08 / The questions buyers actually ask

Common objections, answered openly.

Why hire a solo founder for a $300K engagement?

Because the implementation gap is a craft problem, not a headcount problem. Nine in-house apps shipped, twelve vertical platforms delivered — Harish operates the work. You get the senior who ships, not a partner who pitches and a junior who builds. When the engagement needs more hands, the studio scales with vetted specialists — never a pyramid.

How is this different from a Big 4 AI practice or McKinsey QuantumBlack?

They sell decks and discovery. We sell a production agent with an eval harness, a ROI target, and a defined cutover date. Their median engagement ends in a slide. Ours ends in an agent earning revenue in your workflow. We're also cheaper, faster, and willing to share the outcome risk.

What happens if the agent doesn't hit ROI?

We start with the Opportunity Map ($10K–$25K), which carries a refund guarantee if no $500K-value workflow surfaces. The Agent Sprint is scoped to a measurable target before kickoff. If the metric isn't hit, we work without fee until it is — that's the outcome-aligned pricing in practice, not just on the slide.

Can you sign our BAA, HIPAA, or SOC2 paper?

Yes. We work with healthcare and legal — BAAs, HIPAA-aligned deployments, and SOC2 Type 2 attestation through our infrastructure partners are standard. Compliance is a Day-1 design constraint, not a Day-90 retrofit. Send us the paper and we'll review within one business day.

09 / Founder's note

Harish Krishnan, Founder & CEO of Intelligent AI World, at the Golden Gate Bridge in San Francisco

San Francisco · 2026

The next trillion-dollar AI company won't be a chatbot. It will be the one that owns a critical workflow inside a regulated, high-revenue industry — and gets paid for the outcome. We're building Intelligent AI World to be the studio that ships those workflows.

Harish Krishnan Founder & CEO, Intelligent AI World

Builder of

9 Product Hunt launches

Shipped

12+ vertical AI platforms

Speaks on

Vertical AI & production agents

Writes

The Intelligent Enterprise

Tell us which workflow is worth owning.

For healthcare operators first — prior authorization and denials. Most teams start with one production agent on their highest-cost workflow. A two-week audit scopes it; the sprint ships it. Fixed price, defined outcome.

Book the audit See all engagements

Replies within one business day NDA-friendly Operator to operator

30-min strategy call

with Harish · 1:1 · same-day reply

LIVE

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10:00

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The market isn't short on AI. It's short on AI that ships.

Built for healthcare.Expanding from there.

Healthcare

Legal

Universities

We don't sell models. We sell outcomes that compound.

Vertical, never horizontal.

Production-first engineering.

Outcome-aligned pricing.

We eat what we cook.

Four ways to work with us.

AI Readiness & Opportunity Map

Production Agent Sprint

Intelligent Agent Operations

Custom Program

Ten workflows worth owning.

AI title insurance & closings

AI claims processing

AI mortgage underwriting

AI prior authorization

AI commercial & SBA lending

AI freight brokerage

AI discovery & contract review

AI RFI & submittals

AI denials & appeals

AI property management

From signed SOW to production agent in under 90 days.

Wedge & instrument

Build the spine

Shadow & harden

Ship & compound

Nine apps shipped. Three flagships.One operating playbook.

SimplOS

Dona Legal

Twinn me

Launch log.

Common objections, answered openly.

Be the first named case study.

Tell us which workflow is worth owning.

The market isn't short on AI.
It's short on AI that ships.

Built for healthcare.
Expanding from there.

We don't sell models.
We sell outcomes that compound.

Nine apps shipped. Three flagships.
One operating playbook.