@IntuzHQ

We build AI, Software, and cloud systems that actually ship to production. 700+ projects across healthcare, e-commerce, and connected devices. San Francisco.

 California, USA & India
intuz.com/
Joined November 2008
  • Tweets9.3K
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  • Followers1.7K
1.5KMedia
A working AI agent on your real data: 4-6 weeks. In production with integrations and guardrails: 8-12 weeks. Enterprise rollout with security reviews: 3-6 months. The model is the fast part. Budget for the second and third numbers. intuz.com/ai-agents-for-busi…

AI Agent Development Company and Services for Production

AI agent development services from Intuz: we design, build and operate production AI agents on LangGraph, CrewAI, AutoGen and n8n, inside your stack.

intuz.com
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Microsoft's security chief this week: frontier models "cannot be trusted." A test for any agent in production: how long to cut its access without breaking anything else? VentureBeat: only 14 of 102 orgs could do it within minutes. One agent, one identity, one owner.
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15,000+ MCP servers are listed. You need about 10. My production guide: the shortlist that holds up, the gateway layer, and the security traps: pub.towardsai.net/top-mcp-se…

Top MCP Servers in 2026: A Production Guide to the Ones That Actually Hold Up

There are more than fifteen thousand MCP servers… the production shortlist, the deployment layer, and the security traps.

pub.towardsai.net
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SpaceX just paid $60B for an AI coding startup, the largest sum ever paid for a venture-backed company. I refreshed my map of the 18 AI agent companies actually shipping to production in the USA: medium.com/@pratik-rupareliy…

The 18 AI Agent Companies Shipping to Production in the USA (2026)

A practitioner’s buyer map of 18 AI agent companies actually shipping enterprise systems in the USA in 2026, from OpenAI and Cursor.

medium.com
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So you've built an entire workflow around a foundation model. Then the model changes, or gets deprecated, and nothing works as it used to. What's next? Pratik Rupareliya explains how to ensure consistency and continuity in an ever-evolving landscape. towardsdatascience.com/we-pi…

We Pinned Our Model Version to Stay Safe. The Provider Deprecated It Anyway.

The recurring cost of production AI is not inference. It is re-qualification: the eval reruns, prompt retuning, and regression testing you owe every time a model changes under you. Here is what that...

towardsdatascience.com
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42 n8n automation templates. Built by us, live on n8n's official marketplace. 40 free, 2 premium. Real workflows: contract review, policy Q&A, CV screening, CSAT loops, invoice processing. Pick one up, adapt it in an afternoon: n8n.io/creators/intuz/

intuz | n8n Creator

Unlock the latest from n8n's creators! Explore workflow templates and contributions from intuz that are shaping the future of automation.

n8n.io
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We pinned our model version to stay safe. The provider deprecated it anyway. That is the war story in our new @TDataScience piece. Every team running production AI on a hosted provider will pay this re-qualification tax within 12-24 months. towardsdatascience.com/we-pi…

We Pinned Our Model Version to Stay Safe. The Provider Deprecated It Anyway.

The recurring cost of production AI is not inference. It is re-qualification: the eval reruns, prompt retuning, and regression testing you owe every time a model changes under you. Here is what that...

towardsdatascience.com
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A single Indian company just committed $12B to 80,000 Nvidia GPUs. Refreshed my map of the 23 Indian AI companies actually building it: medium.com/@pratik-rupareliy…

Top AI Companies in India (2026): 23 Leading Indian AI Firms Building Real Infrastructure

Best AI firms in India ranked by real production impact, spanning sovereign compute, enterprise platforms and healthcare vertical.

medium.com
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14 builders on what actually changes for AI in 2026. From Microsoft + JPMorgan Chase to fast-moving startups. Our co-founder Pratik contributed on silent quality degradation from cost-optimized routing layers. @aifn_co aifn.co/state-of-ai-2026-fou…

State of AI 2026: Fourteen Builders on What Actually Changes This Year — AI Frontier Network

Fourteen leaders who build and deploy AI — from Microsoft and JPMorgan Chase to fast-moving startups — on the themes that define 2026: the ROI reckoning, governance as the real gate on agents, silent

aifn.co
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Surge pricing that triples when it rains. A flight that jumps $400 at checkout. You remember the gouge long after the hundred fair prices. Every pricing algorithm hunts the highest price you will pay. The fix is a cap on how far price drifts from fair: medium.com/@pratik-rupareliy…

The Revenue-Maximizing Price Is a Trap. The Fix Is a Cap.

The highest price a customer will pay and the price that still feels fair are different numbers. The gap costs retention and trust. Cap it.

medium.com
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An AI agent kept confidently naming a user's employer. They had changed jobs months ago. No error. No alert. Retrieval worked. It just recalled a fact that used to be true. New piece for @towards_AI, with code: medium.com/towards-artificia…

AI Agent Memory Fails Two Ways, and Both Persist. Here Is the Hygiene Layer.

Stale facts and poisoned facts both persist across sessions. The fix is hardening the write path: a memory-hygiene layer, with code.

pub.towardsai.net
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Enterprise AI buyers keep asking one question in 2026: Who has actually shipped this? 4 recent Intuz builds, real client numbers: CareOnix $250K/yr · CasePath 90% cut · QuickShift 77% less manual · TransIQ 20+ hrs/wk intuz.com/work/ #AIWorkflowAutomation

Software Development Portfolio & Case Studies | Intuz

Explore Intuz's portfolio of 1,500+ delivered projects. Real case studies across AI, mobile, web, IoT, and cloud for startups and enterprises.

intuz.com
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Built this for our own support ops. Now open on n8n. Multichannel triage (Gmail, WhatsApp, HubSpot, Jira, Slack) with AI classification, SLA monitoring, and breach alerts. Take it, adapt it, ship it: n8n.io/workflows/18187-route… #n8n #AIAgents

Route multichannel support tickets with OpenAI, HubSpot, Jira, and Slack | n8n workflow template

Quick overviewAnalyze incoming support requests, classify intent and priority with AI, create Jira tickets, assign the correct team, send Slack...

n8n.io
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We just published AI-Powered EHR Workflow Automation: Costs, FHIR & Compliance medium.com/intuz/patient-int…
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RAG tutorials work great on clean text. Then someone uploads a research paper. A two-column PDF read straight across the page poisons your embeddings before retrieval even runs. What actually breaks, with code: levelup.gitconnected.com/you…

Your RAG Pipeline Works Fine. Then Someone Uploads a Research Paper.

On a drug-discovery build, the retrieval was never the hard part. The hard part was that a research paper breaks nearly every assumption a…

levelup.gitconnected.com
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A vision model can hit near-perfect accuracy and still be reading the background, not the object. Pneumonia models that learned the hospital scanner. A husky classifier that was really a snow detector. Four probes to catch it, with code: ai.gopubby.com/how-to-tell-i…

How to tell if your CNN learned the object or just the background

How to tell if your CNN learned the object or just the background Your vision model is near-perfect on the test set and falls apart the moment it meets the real world. More often than anyone admits …

aiadvances.org
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9 PDF extraction tools compared for enterprise workflows. Some crush invoices. Some crush contracts. Almost none crush both. Full breakdown of when to use which: intuz.com/blog/best-pdf-extr… #PDFExtraction #AITools

Top 9 PDF Extraction Tools Compared [Tested on 500 Datasets]

We benchmarked 9 PDF extraction tools on 500 enterprise docs for accuracy, speed & tables. See the routing architecture that hit 94% structural accuracy.

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Intuz is now an OpenAI Select Partner. Direct GPT-5.6 + ChatGPT Work access. Team certified across three OpenAI programs. 54+ agentic AI systems live in production. intuz.com/blog/intuz-named-a… #OpenAI

Intuz Named an OpenAI Select Partner

Intuz has been named an OpenAI Select Partner, helping enterprises build, deploy, and scale production-ready AI applications and intelligent workflow automation.

intuz.com
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An AI agent passed all 12 eval metrics. Finance killed it in month 3. $4.79 per successful outcome vs $4.20 for the human. Correct, but underwater on every ticket. Evals measure if the agent is right, not if it pays for itself. New in @TDataScience: towardsdatascience.com/your-…

Your AI Agent Passed Every Eval. Finance Still Killed It.

I published a twelve-metric eval harness for AI agents two months ago. It measures whether the agent is right. It does not measure whether the agent pays for itself, and that gap is where accurate...

towardsdatascience.com
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A logistics AP agent pushed $48K in duplicate payments through a "human-reviewed" gate. 61 approvals in a row. Under 10 seconds each. The better your agent gets, the faster the human checkpoint decays. And nobody instruments the reviewer. @towards_AI pub.towardsai.net/the-human-…

The Human Checkpoint Is the Most Under-Engineered Component in Production AI

Everyone puts a reviewer in the loop. Almost nobody instruments the reviewer. A rubber-stamping story

pub.towardsai.net
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