From one blueprint
English, Hindi and Marathi generated from a single scope, marks scheme and difficulty ratio.
A state-board school teaching in three mediums
One paper, three mediums, one standard
Three parallel divisions, three languages of instruction, and no way to know whether they had been asked the same thing. They had not.
3 mediums from one blueprint
0 retyped questions set twice
4 wks to full rollout
11 divisions on one paper set
English, Hindi and Marathi from one blueprint
What they were doing,
What they were doing,
and what replaced it.
11 divisions · three mediums · state board. Measured across one term, against the same school’s prior year.
Before
Each medium’s teachers wrote their own paper and translated where they could. Difficulty drifted between languages and nobody could measure it.
After
One blueprint, generated into three mediums, sat by eleven divisions — and a chapter map that compares them without an asterisk.
“We had been telling parents the three mediums sat the same exam. We were wrong, and we could not have known.”
Principal
How it actually went
Five moments,
Five moments,
in the order they happened.
Not a plan — what they did, including the parts that were not the plan. Pick a moment.
Wk 1
Measure the drift first
Before changing anything, the school ran the previous year’s three papers through the analysis to see how far apart they actually were. The English-medium paper was materially harder in two chapters.
- Last year’s three papers, compared
- Materially different in two chapters
- Nobody had been able to see it
Wk 3
One blueprint, three mediums
The first paper scoped once and generated into English, Hindi and Marathi from the same blueprint — same chapters, same marks scheme, same difficulty ratio in all three.
- One scope, three outputs
- Same marks scheme
- Same difficulty ratio
Wk 4
Faculty review, per medium
Each medium’s teachers reviewed their own version. Fourteen questions were rewritten for phrasing; none were rewritten for difficulty, which was the whole point.
- Reviewed by native-medium faculty
- 14 phrasing edits
- 0 difficulty edits
Wk 6
Eleven divisions
All eleven divisions across the three mediums sitting one paper set. Four weeks from the first generated paper to full rollout.
- 11 divisions, one paper set
- Four weeks to full rollout
- No question set twice
End
A comparison without an asterisk
For the first time the school could compare a Marathi-medium division to an English-medium one on a chapter and mean it. The gaps that remained were teaching gaps.
- Chapter map across mediums
- Gaps are teaching gaps
- No translation caveat needed
How each figure was measured
Four numbers,
Four numbers,
and where each came from.
Measured across one term, against the same school’s prior year. A figure without a method is a figure you cannot check, so each one says what it counted and what it did not.
Questions set twice
Questions written separately per medium. Previously all three mediums wrote their own, with informal translation between them.
To full rollout
From the first generated paper to all eleven divisions sitting one paper set.
On one paper set
Every division across the three mediums, including the two Marathi-medium divisions that had previously always sat a locally written paper.
What it cost
What got worse
What got worse
before it got better.
Every rollout has one, and a case study without it is marketing. These are theirs, in their own account.
Fourteen questions needed rewriting for phrasingGeneration is not translation
Same difficulty, wrong idiom. Fourteen questions across the three mediums read awkwardly to native-medium faculty and were rewritten before publication. That review step is not optional and we do not claim it is — what the blueprint guarantees is equal difficulty, not equal fluency.
The drift finding was unwelcomeIt implicated previous years
Establishing that last year’s three papers were materially different in two chapters also established that the previous years’ comparisons had been meaningless. The principal chose to say so to the staff directly. Not every school will want to look at that number before they start.
One medium’s faculty took longer to trust itTwo terms rather than one
The Marathi-medium teachers had always written their own papers and reasonably regarded a generated one as a downgrade. They reviewed every question individually for two terms before easing off. The school did not push, and considers that time well spent.
If any of that would be a problem where you are, it is worth raising on the first call rather than in the second term.
Two more
Other schools,
Other schools,
other numbers.
All six are measured the same way. See all six
Questions
What state boards ask
What state boards ask
about this one.
The ones that come up almost every time.
One blueprint, three generations. The chapters, the marks scheme and the difficulty are fixed; the language is not a translation of a finished paper but a paper generated in that medium. A translated paper carries the sentence structure of the original, which is its own advantage.
That they never had been. The three mediums had been examined on different chapter weightings for years without anyone comparing them, which is why the first common result looked alarming and was not.
Those two are live today. Others are on the roadmap and honestly not there yet — the coverage grid on the homepage says which.
Ready when you are
Bring us last term’s results.
Book a free 30-minute demo. We’ll build the same breakdown from a paper you already ran, so the first number you see is your own.