How to Assess an AI Hiring Tool Before It Screens a Single Candidate
There is no Indian rule written for an AI hiring tool. What there is, is a set of ordinary obligations that the tool steps into the moment it starts deciding who is seen and who is not. The assessment is therefore not a search for an AI regulation. It is a check of what already applies.
Step 1: Establish What the Tool Decides, Not What It Does
Vendors describe function: parsing, ranking, matching, scoring. The question for the assessment is narrower. At which point does an application stop being seen by a person, and what caused that?
A tool that orders a list a recruiter still reads in full is doing something different from one that applies a cut-off. Where a cut-off exists, find the number, find who set it, and find out whether anyone reviews what falls below it.
Step 2: Get the Inputs in Writing
Ask what fields the tool consumes and what it infers from them. Gaps in employment, names, addresses, photographs, the institution attended, the year of a qualification and the duration of a career are all capable of standing in for characteristics the organisation has no business screening on.
An input list that a vendor will not put in writing is itself a finding, and it is the finding to report before any deployment is approved.
Step 3: Check the Equal Opportunity Policy Against What the Tool Actually Does
Section 21 of the Rights of Persons with Disabilities Act, 2016 requires every establishment to notify an equal opportunity policy detailing the measures it proposes to take in pursuance of that Chapter, in the manner prescribed by the Central Government, and to register a copy with the Chief Commissioner or the State Commissioner. Clause (i) of section 2 defines establishment to include a Government establishment and a private establishment.
Where such a policy exists it is not always revisited when the selection process changes. Automated screening affects selection, so the policy and the process are worth reading against each other, and the obligation to register a copy applies to the policy as it stands rather than as it was first drafted.
Step 4: Find the Route Round the Machine
Any accommodation in a selection process depends on a candidate being able to reach a person. A process that offers only an automated path has no route for a candidate who needs an alternative format, extra time or a different mode of assessment.
So the practical question is simple and it is often unanswered: how does a candidate ask for an accommodation before the screen runs, who receives that request, and what happens to the application in the meantime?
Step 5: Ask Who Can Explain a Rejection
Someone will eventually ask why an application went no further. The organisation needs an answer that is true, that does not require the vendor's cooperation to produce, and that does not consist of a score with no meaning attached to it.
Settle before deployment who gives that answer and from what material. An explanation assembled after a complaint arrives is an explanation nobody can verify.
Step 6: Fix the Retention Position Before the First Campaign
Screening produces more than a shortlist. It produces scores, rankings, inferred attributes and a model that has been exposed to every application. Decide what is kept, for how long, and whether candidate material is used to tune the tool.
Candidate data is personal data and the ordinary obligations about notice, purpose and retention apply to it without any special rule for automation. Deciding this at the start is cheap; unwinding it after a campaign is not.
Step 7: Make the Vendor's Terms Carry the Assessment
Whether any of the above can be done at all depends on the contract: what the vendor discloses about inputs and logic, what records it keeps and hands over, what it does with the organisation's candidate data, and whether it may change the model without notice.
Where a term is refused, that refusal belongs in the assessment rather than in a footnote. It describes the limit of what the organisation will be able to say later.
Step 8: Run It Alongside, Then Compare
Before the tool is given the cut-off, run it in parallel with the existing process for a defined period and compare the two shortlists. Where they diverge, the question is whether the reason can be stated.
This is the step most often skipped because it costs a cycle. It is also the only step that produces evidence about this organisation's roles and this applicant pool rather than the vendor's.
Common Pitfalls to Avoid
Looking for an AI rule: There is no Indian hiring rule written for these tools; the obligations engaged are the ordinary ones.
Accepting a function description: What matters is where an application stops being seen by a person and what caused that.
Leaving the equal opportunity policy where it was: Section 21 requires the policy to detail the measures proposed, and automated screening changes how selection is done.
Offering no route to a person: An accommodation cannot be requested in a process that has no human entry point.
Having no one who can explain a rejection: A score is not an explanation, and one assembled after a complaint cannot be verified.
Leaving retention and model tuning undecided: Scores, inferred attributes and candidate material outlive the campaign unless someone decides otherwise.
Skipping the parallel run: It is the only evidence about this organisation's own roles and applicants.
Key Statutory Provisions
Section 21 of the Rights of Persons with Disabilities Act, 2016: Equal opportunity policy. Every establishment shall notify an equal opportunity policy detailing measures proposed to be taken by it in pursuance of the provisions of that Chapter in the manner as may be prescribed by the Central Government, and every establishment shall register a copy of the said policy with the Chief Commissioner or the State Commissioner, as the case may be. The contents prescribed by the Central Government were not opened for this note and are therefore not set out here.
Clause (i) of section 2 of the Rights of Persons with Disabilities Act, 2016: Establishment includes a Government establishment and a private establishment. The Act is No. 49 of 2016 and received assent on December 27, 2016.
Sources and References
The Rights of Persons with Disabilities Act, 2016, full printing
Rights of Persons with Disabilities Act, 2016, sections 2 and 21
Disclaimer: This article is for informational purposes only and does not constitute legal advice. Readers should consult a qualified legal professional for advice specific to their circumstances.
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