AI Detection & Humanization

Turnitin vs DrillBit: Which Does Your University Use?

Most advice about AI reports is written about Turnitin. Across Indian higher education many universities run DrillBit — and the reports, the access and the confidence levels are not the same.

Most advice online about AI reports is written about Turnitin. If your university runs DrillBit — and across Indian higher education many do — a good deal of that advice does not describe your report, your score, or what you are allowed to see.

Why this matters before you change anything

The two systems produce different reports, show different things to students, and attach different levels of confidence to their AI figures. Acting on Turnitin advice while holding a DrillBit report leads people to fix the wrong score entirely — spending a week re-citing a chapter when the flag was never about citations.

Work out which one you are on first. Everything else follows from that.

How to tell which one you are on

  • Look at the report header. Both brand their PDFs clearly. This is the fastest answer and it is usually sitting in the file you were sent.
  • Check whether you can open your own similarity report. Turnitin institutions often let students see similarity through the submission view; DrillBit access is typically mediated by a coordinator.
  • Ask whether your thesis goes through ShodhShuddhi. If it does, it is DrillBit — the initiative switched to it from Turnitin in late 2023.
  • Ask the library or the research cell, not your supervisor. They administer the licence and will know which account the submission runs through.

Side by side

TurnitinDrillBit
Where it dominatesUK, US, Australia, much of EuropeIndian higher education
National roleNone specificDefault for ShodhShuddhi, the Ministry of Education initiative run through INFLIBNET under the UGC
Reported reachLong established worldwide1,150+ institutions, 1.7m+ documents checked
Sold toInstitutionsInstitutions only — no individual accounts
AI detection maturityLaunched 2023, independently benchmarkedAdded 2023, no independent published benchmark
Student sees AI score?Usually not — it sits in the instructor viewVaries by institution; often coordinator-mediated
Low AI scoresNot shown as a number between 1% and 19%No published display rule
Published acceptable limitNone — Turnitin publishes no thresholdNone — set per institution
Humanizer detectionYes, built specifically for itNot publicly documented

Neither publishes an acceptable percentage

Every threshold you will be quoted — 10%, 20%, "under 25% is fine" — comes from your own department, not from the vendor. Thresholds differ by degree level and sometimes between departments in the same university. Get yours in writing from the thesis office rather than from a forum.

The two scores, in both systems

Both tools report similarity and AI as separate figures, and this is where most confusion starts. They are different problems with opposite fixes.

Similarity scoreAI score
What it findsYour text matching existing sourcesWriting that resembles generated text
Usual causeQuoting or close paraphrasing without citingGeneric, evenly structured prose
The fixCite it, quote it properly, or rewrite in your own wordsRewrite the flagged passages with specifics
ReliabilityWell established in both toolsWeaker, and unbenchmarked in DrillBit
Evidence of wrongdoingSometimes, after reviewNot on its own, in either system

A thesis returned at 8% similarity and 24% AI has no citation problem at all. Re-citing it changes nothing, because the flag is on the other number.

What differs when you fix a flagged document

The rewriting itself is the same in both cases — replace generic summary with named studies, real figures and your own material. Three practical differences are worth knowing.

  1. Humanizer tools are a worse bet on Turnitin. Turnitin has built detection for text processed through AI humanizers, so processed writing can be identifiable as processed. That is a worse position than the score you started with. DrillBit has not publicly documented equivalent detection, but the marking problem is identical either way: word-swapped prose reads badly to the examiner.
  2. Resubmission is more often available on Turnitin. Some assignments permit it, and some institutions provide Draft Coach for checking before the real submission. DrillBit checks are more commonly a single mediated run, so your first submission may be your only one — which makes getting it right first time matter more.
  3. Treat a DrillBit AI figure with more caution. Its similarity checking is well established; its AI detection is newer and has no independent benchmark. That is a reason to look hard at the highlighted passages rather than reacting to the headline number.

In both systems, an AI score is not proof

Turnitin has said its AI score should not be the sole basis for action against a student. Neither tool can observe who wrote a document — both are estimating from statistical properties of the text. If you wrote the work yourself, the false positive guide covers the evidence that establishes it.

Working from your report

Once you know which system you are on, the detailed walkthroughs are here:

If you already have the report PDF, the Auto AI Remove Agent reads either format, rewrites only the flagged passages inside your own document, and checks each rewrite for lost citations, figures and quotes before handing it back.

Already have the report?

The agent reads either format, rewrites only the passages your report flagged, and checks every rewrite for lost citations, figures and quotes.

See how it works →

Frequently asked questions

How do I know whether my university uses Turnitin or DrillBit?
Check the header of the report PDF — both brand theirs clearly. If your thesis goes through ShodhShuddhi it is DrillBit, which replaced Turnitin as that initiative's default in late 2023. The library or research cell administers the licence and will know for certain.
Is DrillBit as accurate as Turnitin?
For similarity checking both are well established. For AI detection, Turnitin's has been independently benchmarked while DrillBit's, added in 2023, has no independent published benchmark. That is a reason to treat a DrillBit AI figure with more caution and to look at the highlighted passages rather than the headline number.
What is ShodhShuddhi?
The Ministry of Education's plagiarism-detection initiative, run through INFLIBNET under the UGC, which provides checking to Indian institutions. DrillBit became its default tool in late 2023, taking over from Turnitin, which is why so many Indian theses are now checked with DrillBit.
Can I run my own DrillBit check?
Generally no. DrillBit is sold to universities, colleges and research institutes under institutional contracts rather than to individuals, so the report has to come through your department. Sites offering to sell you a report are not connected to your institution's account.
What AI percentage is acceptable on Turnitin or DrillBit?
Neither publishes one. Turnitin sets no acceptable percentage and has said the score should not be the sole basis for action; DrillBit's limits are set per institution. Every threshold you will be quoted comes from your own department, and it varies by degree level.
Why does Turnitin not show my AI score when it is low?
Turnitin does not display an exact figure between 1% and 19%. Only scores of 20% and above appear as a percentage with the passages highlighted. If someone gave you a precise low number, it did not come from the AI report.
Do humanizer tools work on both?
Turnitin has built detection specifically for text processed through AI humanizers, so processed writing can be identifiable as processed. DrillBit has not publicly documented equivalent detection, but the marking problem is the same in both cases: word-swapped prose reads badly to the examiner who grades it.