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+ ✎ + Business Case  ·  Confidential  ·  2026 +
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Essay Helper

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The AI writing coach that never invents a source.

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A trustworthy writing tutor that lives inside Microsoft Word — it reviews a student's draft, coaches their citations, and leaves feedback in the margin, without ever fabricating a fact or doing the thinking for them.

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+ Shipped · v1.4 + 155 tests green + Live model-safety evals passing + Working software, not a concept +
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Every student needs a patient reader who will tell them where their argument is thin and where a claim needs a source. Almost none of them get one in time. Generic AI fills the gap — but it hallucinates facts, invents citations, and quietly writes the essay for them, which is worse than no help at all.

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Essay Helper is the alternative built for education specifically: an AI coach that is architecturally incapable of inventing a source, that coaches instead of ghost-writing, and that meets students where they already write. It is built, tested, and shipped today.

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Good feedback doesn't scale. Bad AI does.

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The tools students actually reach for are the ones least suited to learning.

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Teachers can't be everywhere

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One instructor, thirty drafts, one week. Substantive, per-paragraph feedback on argument and evidence simply doesn't fit the hours available.

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02
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Generic AI makes things up

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Ask a chatbot to check a citation and it will happily invent an author, a year, a page number. In academic work, a fabricated source isn't a bug — it's misconduct.

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Or it just does the work

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The path of least resistance is "write my essay." That trades a grade for the learning, and leaves institutions fighting an integrity crisis instead of teaching.

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A coach in the margin of the page

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Essay Helper is a Microsoft 365 Word add-in. The student describes the assignment in a short chat, picks how they want to be coached, and hits Review. It reads the whole draft and leaves comments anchored to the exact sentences that need them — the same place a teacher's pen would land.

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Understand the assignment

A quick conversation captures the prompt, level, and rubric — and whether it's an essay, worksheet, lab report, or reflection.

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Review the draft

It flags weak arguments, unsupported claims, and citation problems — anchored to the sentence, in the document.

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Coach, don't ghost-write

Depending on the mode, it asks the guiding question, gives the mechanical fix, or — in Corrections mode — answers directly and labels exactly where the answer came from.

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Where we are today
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Sources ever invented — guaranteed by construction, not by a prompt
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155✓
Automated tests green, plus live model-safety evals passing
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Coaching modes, from Socratic to direct answers
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Assignment types the review adapts itself to
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The moat is trust — and it's built in

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The core guarantee
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It never invents a source.

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Most AI safety is a polite request in a prompt that a clever user can talk around. Ours isn't. A separate validation layer inspects every citation the model produces and drops any that don't point to a source the student actually supplied — before it ever reaches the page. The promise holds even if the model misbehaves.

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How it holds: answers live in plain comments; citations travel a separate, validated channel. The model can offer an answer from its own knowledge — clearly tagged "verify this" — but it can never manufacture a source. That boundary is covered by automated tests and by live evals run against the real model.
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Aa Adapts to the assignment

An essay is judged on thesis and evidence; a worksheet on grounded answers; a lab report by its sections. One tool, the right expectations.

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✎ Coaches, in six stances

Socratic, mechanics-only, editor, critical, encouraging — and Corrections mode, which answers directly and tags every answer's provenance.

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“” Honest by design

It labels an own-knowledge answer versus a grounded one, and every screen carries the reminder: double-check answers — this tool can be wrong.

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↳ In the flow of writing

No new app to learn. It works in Word, where the draft already lives — comments land on the sentence, feedback survives across sessions.

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§ Private by architecture

The AI key and every model call stay on the server. The student's add-in never carries a secret, and never talks to the model directly.

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↔ Portable core

The engine is separated from Word by design — the same reviewer can front a Google Docs or web client with no change to the guarantee.

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No one else coaches and stays honest

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 Essay HelperGrammarlyGeneric AI chatTurnitinHuman TA
Feedback on argument & evidence●○●○●
Coaches without writing it for them●◐○○●
Never invents sources or facts●—○—●
Works inside the document●●○○◐
Respects academic integrity●◐○●●
Available 24/7, at scale●●●●○
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● full   ◐ partial   ○ no   — not applicable

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A market that just became urgent

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Generative AI went from novelty to default in classrooms in under two years. Institutions now face the same question at every level: how do we let students use AI without letting it fabricate, plagiarize, or replace the learning? The tools on offer are either general-purpose chatbots with none of those guardrails, or plagiarism detectors that police students rather than help them.

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Essay Helper is positioned exactly in that gap — an AI that administrators can approve because of how it's built. The buyer (a department, school, or university) is actively shopping for a safe, aligned writing tool, and there is no incumbent that both coaches and guarantees integrity.

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Reach

Hundreds of millions

of students write assignments in Word or Docs every term — the surface the product already runs on.

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Timing

Mainstream, now

AI use in coursework is no longer fringe; policy and procurement are catching up fast.

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Gap

No safe incumbent

Coaching tools ignore integrity; integrity tools ignore coaching. We do both.

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Business model

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Land with individual students; expand to the institutions that need a tool they can sanction. Figures below are an illustrative starting model.

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Student · Free
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$0
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  • Core review in Word
  • A few reviews a month
  • Socratic & mechanics coaching
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Pro
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$8 / student / mo
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  • Unlimited reviews
  • All six coaching modes
  • Corrections & conciseness controls
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Institution
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Site license
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  • Per-seat or per-FTE pricing
  • Admin controls & SSO
  • Teacher-facing analytics
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The institutional license is the revenue engine: it's sold on the one thing individuals can't buy elsewhere — a writing AI the institution can vouch for.

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Roadmap

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Shipped

The product, liveDone

In-Word review, citation coaching, six modes, five assignment types, Corrections mode, conciseness controls, the no-fabrication guarantee, and the honesty disclaimer — all built, tested, and merged.

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Next

History-aware review

Compare a draft against its earlier versions — praise real revision, catch regressions, and coach the arc of the writing, not just the snapshot.

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Then

Google Docs & teacher analytics

Bring the same guaranteed engine to Docs (the core is already client-agnostic), and give instructors a view of where their class struggles.

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Later

Institutional platform

Rostering & LMS integration, admin dashboards, more citation styles and languages — the surface a site license is sold on.

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Risks & mitigations

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The model drifts or misbehaves over time.
Contained: the citation guarantee is a code-level validator, not a prompt, and behavior is gated by live evals against the real model before anything ships.
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Dependence on the Microsoft Word platform.
Contained: the reviewing engine is deliberately separated from the Word client — the same core can serve Docs or web with the guarantee intact.
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Institutions are slow, cautious buyers.
Turned into an edge: caution is exactly why they'll choose the tool built to be safe. We land free with students while the institutional sale matures.
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"Isn't this just ChatGPT?"
Answered by the demo: ask both to check a citation. One invents an author; ours refuses and asks for the real one. The difference is the product.
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The ask
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Let's put it in front of real students

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The engineering risk is behind us — the product is built, safe, and shipped. What it needs now is a first classroom and a short runway to the next surface. Three things unlock the next stage:

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GreenlightA pilot with 2–3 design-partner classes this term
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FocusA short push to Google Docs + teacher analytics
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BackingSupport to court the first institutional buyer
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+ + + + + + + diff --git a/index.html b/index.html new file mode 100644 index 0000000..795f5de --- /dev/null +++ b/index.html @@ -0,0 +1,101 @@ + + + + + +Business Plans & Pitches — Zoe Cross + + + +
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✎ Zoe Cross  ·  Living Index
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Business Plans & Pitches

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Every plan and pitch, in one place — always the current version, each with its live page and a PDF to attach or print.

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1 documentUpdated 27 Aug 2026zoe-pitches.mosaic.site
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+ Business Plan + EdTech · AI + Live +
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Essay Helper

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The AI writing coach that never invents a source — problem, product, moat, market, model, roadmap, and the ask. Built on shipped, tested software.

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Updated 27 Aug 2026
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