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AI gateway with guardrails and LLM cost control · India

Cloptima: Product, team and how it was built

Solo founderB2BDeveloper tools

Cloptima (AI gateway with guardrails and LLM cost control, India): Free plan and three paid self-serve plans live, November 2026. Evidence grade E: no revenue figure was checked. Team: 1 founder named; headcount not published. Launched October 2025; still running.Added

Outcome
Free plan and three paid self-serve plans live, November 2026
Evidence
E no revenue figure was checked
Launch
October 2025
Status
Still running
Team
1 founder named; headcount not published
Outside funding
None found
Main channel
Not stated
No revenue figure

What is not verified

No revenue figure, customer count or funding figure was found. The company states that the plans are on sale, but no source says that a customer paid. A reader could look for a payment-processor profile, a founder interview or a press article that names paying customers. The site says "the founders" but names one founder, so the team size is also not verified. This story is grade E: the business is real and its product, price and customers are described from public pages, but no revenue figure was checked. Aiolum shows it as an idea worth studying, not as proof that it makes money.

Cloptima sells an AI gateway: a server that receives a program's calls to AI models and passes them on to the provider. It adds guardrails, which are checks that remove secrets and personal data from a prompt before it leaves. It also sets hard budgets, which stop a call once a spending limit is reached. The company calls the cost side LLM FinOps: the practice of tracking and controlling what large language models cost.

The company's about page names one founder, Rahul Agarwal, and the terms of service name Cloptima Technologies in Bangalore, India. The earliest trace of the domain is a redirect that the Internet Archive recorded on 23 October 2025. At that time the page offered early access to a cloud cost tool. Archive copies show that LLM spend control and the gateway were added in 2026.

No revenue figure was found, and this story is grade E. A free plan and three paid plans with listed prices are on sale, and each paid plan has a sign-up link and a checkout step. The company states that these plans exist. No source says that a customer has paid, and no customer count is published.

Cloptima: Free plan and three paid self-serve plans live, November 2026. AI gateway with guardrails and LLM cost control, India, solo founder, evidence grade E.
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01

Why did Cloptima work?

Four causes, in the order they mattered. Each one is a reusable lesson.

01

The founder had run cloud platforms at Truecaller and Flipkart

The company's about page says he led cloud and data platforms at Truecaller and Flipkart. It says he ran the team that answers for reliability, security and spend. His own site adds Yahoo and Visa. The about page says Cloptima gives platform teams that same control over every AI model call.

02

It added LLM spend control to a cloud cost product in 2026

A copy from October 2025 sells cloud cost savings. A copy from June 2026 also offers LLM spend control. The company's later pages describe budgets and cost attribution for model calls.

03

A free plan leads to three self-serve paid plans

The free plan allows 10,000 LLM events a month and needs no credit card. The company lists three paid plans that start with checkout. The company states that a team can move up when it needs more members or events.

How it was built

These details come from the company's own pages, so they are grade C. [3, 12, 2]

  • The gateway accepts calls in the OpenAI format. A team changes the base address in its code and adds a header that names the app.
  • Each call passes identity, policy, guardrail, budget, cache, routing and ledger steps before the provider sees it, as the home page shows.
  • The company states that provider keys are encrypted at rest, or the team can use managed credits. It also states that the gateway can run inside the team's own network.
  • Managed safety scans send prompt text to Azure AI Content Safety, AWS Bedrock Guardrails or Google Model Armor, as the security page states.
  • The gateway and console are hosted in US West, as the security page states.
  • Agents can read the site as markdown, and a command line tool and an MCP server give scoped access to spend data.

Tools named in the sources

Each one opens its page in the Tools tab, with every story that uses it.

02

Who tried this before Cloptima, and why did they fail?

Three companies in our database of failed startups sold developer infrastructure that a team routes its work through, and all three closed. The values below are from that database and are not independently verified.

Died 2020 to 2024Burned US$3M

WunderGraph

The promise

A gateway that joins many APIs into one typed interface for developers.

Why it died

The record names an open-source model that did not turn into revenue and cash that ran out. The gateway market was crowded.

Monetization
Died 2020 to 2023Burned US$7M burned

Streamdal

The promise

Live monitoring of streaming data pipelines for engineers.

Why it died

The record names a crowded market with large incumbents. A solid product did not win against them.

Competition
Died 2020 to 2024Burned US$10M

CodeSee

The promise

Automatic maps of a codebase for developers.

Why it died

The record says customers did not value it enough to pay. It calls the product a vitamin when the market wanted a painkiller.

Monetization

The failed startups come from our database of 1,749 dead startups, retold here in our own words. Its entries are AI-assisted summaries of public sources, so these cards carry no evidence grade.

What changed

The three predecessors sold a developer tool whose value was hard to count in money. Cloptima's pitch is a number: what a model call costs and what a budget blocked. A buyer can compare that number with the monthly provider invoice.

The market is also crowded now. The company's own site has compare pages against LiteLLM, Portkey, Helicone, Langfuse, OpenRouter and Cloudflare AI Gateway. Cloptima has to win on how fast a team can start and on how much a platform team trusts it.

03

Can one person copy Cloptima now?

The structure, yes. The market is crowded.

A founder who has run platform teams can build the control layer that those teams want for AI calls. The structure is a free plan, three listed prices and a one-line code change. No source shows that it earns money yet, so a reader should not copy it as a proven business.

Where it is still open: Other jobs that platform teams own and that agents now break: tool permissions, run limits, audit records and approval steps.

  1. 1Pick a job that a platform team already owns and that AI calls now break, such as spend, data leaks or key sprawl.
  2. 2Make the first step one changed line, so a team can test it in an afternoon.
  3. 3List the prices on the page and give each paid plan its own sign-up link.
  4. 4Keep the free plan small enough that a real team needs the next one.
04

How much revenue does Cloptima make?

Each row shows the evidence grade and the source numbers from the list at the end of this page. The grades are explained in How Aiolum verifies.

A free plan and three paid plans with listed prices in November 2026, from the company's own pages. No revenue, customer count or funding figure was found
FactValueGradeHow we knowSources
Earliest trace of the company23 October 2025CThe Internet Archive's first record of cloptima.ai is a redirect on that date. An earlier start was not found, so the real start may be before this date.[6, 15]
Earlier product, same companyA cloud cost tool with an early-access pageCA copy from 24 October 2025 reads "Get Early Access 100+ companies reserved • 90-day free trial at launch" and sells cloud cost savings.[6]
LLM spend control added to the home pageby 13 June 2026CThe page title that day was "Cloptima — Cloud and LLM FinOps Intelligence". A copy from 10 May 2026 shows cloud cost only.[7, 8]
Paid plans on the pricing pageUS$49, US$249 and US$999 a month, plus a free planCCompany pricing page, 12 November 2026. Enterprise is "Custom". A copy from 8 August 2026 listed US$49, US$149 and US$499 under a "Limited Time Price" label.[1, 9]
Way to buy a paid planSign-up link per plan and a checkout stepCThe plan buttons link to /signup?plan=ai_starter and similar. The page says "Starter, Pro, and Growth start with checkout." No payment processor is named.[1]
Billing termsBilled monthly or annually, non-refundableCTerms of service, last updated 4 November 2026: "Paid plans are billed monthly or annually."[4]
Product Hunt launch6 November 2026, 61 points, day rank 48CProduct Hunt's own page. The product page lists 22 followers. The maker's comment is signed as the founder.[5]
FounderRahul AgarwalCThe about page and the maker comment on Product Hunt name him. His own site lists work at Yahoo, Visa, Flipkart and Truecaller.[2, 5, 14]
Team sizenot publishedCThe about page names one person. The site speaks of "the founders" in plural, so the founding team may be larger than one.[2, 3]
Company entityCloptima Technologies, Bangalore, IndiaCTerms of service, 4 November 2026.[4]
Customers named by the companyOne named company and one renamed companyCThe customers page names Adster, Inc. and a second company with a changed name. No customer count is given. A copy from 17 April 2026 named no customer.[10, 18]
Fundingnone foundCNo round, investor or accelerator was found in the pages read. The company offers an own startup program to others.[13]

How to read this table. Every value is grade C: the company's own page or a copy of it in the Internet Archive. No payment processor, press article or buyer confirms any of it. The Product Hunt row comes from Product Hunt's own page.

Cloptima prices read on the company's pricing page on 12 November 2026 (grade C)
PlanPer month, billed yearly (US$)Per month, billed monthly (US$)Limit
AI Developer010,000 events, 1 member
AI Starter49100,000 events, 5 members
AI Pro2491,000,000 events, 15 members
AI Growth9995,000,000 events, 50 members
Enterprisecustomnegotiated limits, SSO

Plans are priced by the number of LLM events a month, which are the model calls that the gateway records. Extra events cost US$12, US$10 and US$8 per 100,000 on the three paid plans. The page offers annual terms only through the founders, so the yearly column is empty. Paid plans include one-time starter credits for model calls.

05

When did Cloptima launch, and how did it grow?

From a cloud cost tool with an early-access page to an AI gateway with paid plans, in 13 months. Each entry carries its grade.

  1. 23 October 2025CThe first record of cloptima.ai in the Internet Archive. A copy the next day offers early access to a cloud cost tool. [6, 15]
  2. 13 June 2026CThe home page now offers to govern LLM spend before it happens, next to the cloud cost tool, with a 30-day trial. [8]
  3. 8 August 2026CThe pricing page lists AI plans from US$49 a month and cloud plans, each with a sign-up link. [9]
  4. 5 and 26 October 2026CThe blog index shows many articles dated 5 October and a launch post for Duet, an AI teammate in Slack, dated 26 October. [11]
  5. 4 November 2026CThe terms of service and the privacy policy are updated, and both name the AI gateway. [4, 17]
  6. 6 November 2026CLaunch on Product Hunt: 61 points and day rank 48. The founder posts the launch comment. [5]

What could go wrong for Cloptima?

The risks are the mirror image of the causes above.

What is not verified

No revenue figure, customer count or funding figure was found. The company states that the plans are on sale, but no source says that a customer paid. A reader could look for a payment-processor profile, a founder interview or a press article that names paying customers. The site says "the founders" but names one founder, so the team size is also not verified.

Earlier product and an unknown start

The company began as a cloud cost tool by October 2025, and the AI gateway came later in 2026. The Internet Archive's first record is from 23 October 2025, so the true start may be earlier. The story counts the product from October 2025.

Customer claims come from the company

No outside source confirms any customer claim on the site. The home page shows two quotations. One is from a head of AI engineering with no company named, and it states a 38% lower model bill. The other is from a CTO at Adster, Inc. A copy from 10 May 2026 showed a different quotation from the same CTO, about the cloud cost tool. The customers page shows a "Trusted by" row with two labels that are not company names: "Stealth AI" and "Midsize AI SaaS". It also shows a second company whose name was changed at its request. A copy of that page from 17 April 2026 showed three case studies with no company names, all about cloud cost. One of them stated a 38% cost reduction. The customers page shows 99.9% uptime and 30-40% typical cost reduction. The early-access page of October 2025 already showed "30-40%" as average savings and "100+" reserved spots. The home page also shows counters, such as 221+ models and p95 up to 13ms.

Prices rose during 2026

A copy from 8 August 2026 listed US$49, US$149 and US$499 a month as a limited-time price for the three plans. The pricing page of 12 November 2026 lists US$49, US$249 and US$999. The page now also offers an own startup program with six months of the top plan, as the startups page states.

Sources

The grade next to each source is the best grade that the source can support. "Read in full" means that the text of the page was downloaded and the numbers were checked in it.

  1. C Cloptima pricing page, read 12 November 2026
    Read in full. Source for the plans, the prices, the limits and the checkout statement in the FAQ.
  2. C Cloptima about page, read 12 November 2026
    Read in full. Source for the founder's name and his earlier work, and for the product's stated aim.
  3. C Cloptima home page, read 12 November 2026
    Read in full. Source for the request-path steps, the two quotations, the counters and the Duet announcement.
  4. C Cloptima terms of service, last updated 4 November 2026
    Read the sections on the contracting entity and on subscription and billing.
  5. C Product Hunt: Cloptima, AI Gateway, Guardrails & LLM FinOps
    Read in full on 12 November 2026. Source for the launch date, the points, the rank and the maker's comment.
  6. C Internet Archive copy of the Cloptima early-access page, 24 October 2025
    Read in full. Shows the cloud cost tool with early access and a planned free trial.
  7. C Internet Archive copy of the Cloptima home page, 10 May 2026
    Read the top sections. Shows cloud cost only and a 30-day trial.
  8. C Internet Archive copy of the Cloptima home page, 13 June 2026
    Read the top sections. Shows LLM spend control added next to the cloud cost tool.
  9. C Internet Archive copy of the Cloptima pricing page, 8 August 2026
    Read in full. Source for the earlier plans, the limited-time prices and the sign-up links.
  10. C Cloptima customers page, read 12 November 2026
    Read in full. Source for the named company, the renamed company and the stated uptime and savings.
  11. C Cloptima blog index, read 12 November 2026
    Read the list of articles and their dates. No article was read in full.
  12. C Cloptima security page, read 12 November 2026
    Read in full. Source for the hosting region and the managed safety scan services.
  13. C Cloptima startups page, read 12 November 2026
    Read in full. Source for the startup program and the Vertex AI credits.
  14. C Rahul Agarwal's personal site
    Read in full. Source for his earlier employers. The site states them without a date.
  15. C Internet Archive capture list for cloptima.ai, read 12 November 2026
    Read the list of capture dates. The first is 23 October 2025.
  16. C Database of failed startups, local export
    Record pages read on 12 November 2026. AI-assisted summaries, not independently verified. Source for the failed predecessors.
  17. C Cloptima privacy policy, last updated 4 November 2026
    Read the date and the first section, which names the AI gateway.
  18. C Internet Archive copy of the Cloptima customers page, 17 April 2026
    Read in full. Shows three case studies with no company names, all about cloud cost.

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