/ THE SHORT ANSWER
- 01Compare equivalent workloads and accepted outputs.
- 02Include human review and operating effort.
- 03Keep subsidies conditional and implementation cash visible.
/ dotSuper point of view
dotSuper analysis: the useful purchasing metric is total cost for an accepted business outcome, with assumptions exposed.
Specify the workload before comparing the price
Those units do not necessarily describe the same business outcome.
Define the task, input size, expected demand pattern and standard that an output must meet before it counts as usable.
IndiaAI's calculator includes GPU and other service selections, dates and pricing-model choices.
[1] Treat the estimate as an input with assumptions.
An unconfigured calculator value or an isolated hourly rate does not describe the full cost of your proposed system.
Ask both vendors to price the same workload and explain exclusions.
Include how retries, long documents and peak demand affect the estimate.
If one proposal assumes continuous use and another assumes intermittent demand, preserve that difference until the team decides which pattern matches the intended operation.
Add the people and systems around inference
Some work may sit with the vendor and some with the customer's team.
A proposal that excludes an activity has not made its cost disappear.
Separate one-time implementation expenditure from recurring charges.
Management may allocate setup costs across twelve months for comparison, but the business still needs to fund the upfront payment.
Show both views so a monthly figure does not hide the cash requirement.
Define accepted output before estimating review effort.
A draft that needs substantial correction should not count the same as a response ready for the intended business process.
Record whether the acceptance standard is identical across vendors and whether the assumed review time is supported by a representative evaluation.
A hypothetical Bengaluru service-document assistant
The figures below are invented rupee budgets, not current GPU quotations.
Vendor A requires INR 180,000 upfront and Vendor B INR 240,000, allocated over twelve months for this comparison.
The model totals INR 135,000 for A and INR 118,000 for B.
Divide each by 2,000 accepted summaries: INR 67.50 and INR 59 respectively.
Vendor B has the higher compute allowance but the lower total because the other assumed costs differ.
The comparison is useful only if those workload and labour assumptions hold.
Taxes, financing and other exclusions must be added where relevant.
The table is a decision model, not evidence that one architecture or supplier class is consistently cheaper.
| Cost component | Vendor A | Vendor B |
|---|---|---|
| Compute allowance | 30,000 | 50,000 |
| Application charges | 40,000 | 20,000 |
| Operations: hours at INR 800 | 16,000 for 20 hours | 8,000 for 10 hours |
| Review: hours at INR 700 | 28,000 for 40 hours | 14,000 for 20 hours |
| Storage and associated services | 6,000 | 6,000 |
| Implementation allocated over 12 months | 15,000 | 20,000 |
Stress-test the accepted-output denominator
INR 118,000 divided by 1,500 is approximately INR 78.67 per accepted summary.
That exceeds Vendor A's hypothetical INR 67.50, reversing the apparent advantage.
Investigate why the accepted volume changed.
The cause might be input complexity, unavailable documents, review capacity or a stricter quality threshold.
Increasing model throughput will not solve a bottleneck caused by missing business evidence or a reviewer who cannot process the queue.
Compare a reasonable range of demand and review effort.
Include a low-volume month, because reserved capacity or minimum application charges may remain even when usage falls.
Use your own operational records to choose the range rather than borrowing an impressive workload from a vendor demonstration.
Keep IndiaAI support conditional in the budget
[2] Access to the calculator does not establish approval, allocation or entitlement to support.
Keep the business case viable on the basis management is actually able to commit to.
Record the policy version and the terms relevant to the proposed application.
If support is approved, show it as a separately evidenced scenario with its conditions.
Do not silently subtract a headline percentage from every cost line or assume an award covers integration, staffing and all associated services.
The same discipline applies to vendor discounts.
Ask what happens after the introductory period, when demand changes or when a workload moves.
A favourable first-month estimate can conceal a longer commitment or a cost that appears only when the business tries to change provider.
Approve the cost assumptions with the operating owner
The people expected to handle exceptions should confirm the staffing assumptions.
A spreadsheet can be numerically correct while describing an operating arrangement the team cannot sustain.
Keep a route for revising the estimate after a representative evaluation.
Record which inputs were observed and which remain assumptions.
An evaluation that reveals more review effort should update the model, even when the compute estimate stayed within budget.
Begin with two proposals and one clearly defined workflow.
Build the comparison around accepted output, cash requirements and accountable operating work.
The comparison should show what makes each option attractive and which uncertainty could change the decision.
Identify the evidence needed before committing to a vendor or infrastructure arrangement.
What this page cannot conclude
- 01All vendor costs and output volumes are hypothetical, not IndiaAI GPU prices or observed service performance.
- 02Eligibility, capacity allocation and subsidy approval require current application-specific confirmation; no subsidy rate or award is assumed.
- 03This article was researched and drafted with AI assistance. Sources and limitations are provided for scrutiny; it is not an independent professional review or a compliance certification.
Sources
- 01IndiaAI Compute price calculatorIndiaAI, Digital India Corporation, Ministry of Electronics and Information Technology · accessed Sep 15, 2026
- 02End-user policy for AI services on the cloudIndiaAI, Digital India Corporation · accessed Sep 15, 2026
This article was researched and drafted with AI assistance. Sources and limitations are provided for scrutiny; it is not an independent professional review or a compliance certification.
Our editorial standard · Found an error? Send a correction with its source.
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dotSuper Research Desk. (September 15, 2026). Compare Indian AI Vendors Beyond the Compute Quote. dotSuper. https://dotsuper.net/feeds/applied-systems/india-18-ai-vendor-total-cost-model