A Whizz Tech product · API-first content engine
Articles your
company would
actually publish.
Scribe researches live sources and cites them, writes in your brand voice from your own knowledge base, and publishes straight to WordPress, Sanity, or Contentful. One POST request in — one sourced, edited, scored article out.
30 trial credits · 3 standard articles · wz_test_keys included
Scripted replay of a real generation · 94s, condensed
Seven stages. Zero black box.
Every job streams its stage telemetry over the API — GET /v1/jobs/:id shows what the engine is doing and what it found. This is that view.
SERP recon — finding the information gap
Before writing a word, the engine searches what already ranks and looks for what's missing. The article is planned to add something — not to be the eleventh copy of the first result.
# top 10 for "last mile delivery cost"
7 listicles · 2 vendor pitches · 1 stale (2023 data)
# angles they all repeat
route optimization · EV fleets · dark stores
# unanswered
actual cost-per-drop math · GCC benchmarks · failed-delivery tax
→ angle: unit-economics teardown with operator numbers
Seven stages. Zero black box.
Every job streams its stage telemetry over the API — GET /v1/jobs/:id shows what the engine is doing and what it found.
01 · recon
SERP recon — finding the information gap
Before writing a word, the engine searches what already ranks and looks for what's missing. The article is planned to add something — not to be the eleventh copy of the first result.
serp_gap_notes.md# top 10 for "last mile delivery cost"
7 listicles · 2 vendor pitches · 1 stale (2023 data)
# angles they all repeat
route optimization · EV fleets · dark stores
# unanswered
actual cost-per-drop math · GCC benchmarks · failed-delivery tax
→ angle: unit-economics teardown with operator numbers
02 · plan
Planning outline & research questions
A senior-editor pass: working title, differentiating angle, 4–7 H2 sections each with a goal, and research questions that target facts and numbers — not vague background.
plan.json"outline": [
01 What cost per drop actually includes
02 The GCC benchmark table
03 Failed deliveries: the 12% tax
04 Density beats speed
05 What to instrument first
]
"research_questions": 5 — each must return facts, not takes
03 · research
Researching (web + knowledge base)
Every question runs in parallel: live web search plus hybrid retrieval from your indexed knowledge base. The rule is absolute — if a fact can't be verified, it's left out, never invented.
findings — 5 questions in parallelQ1 avg cost per drop, GCC urban 6 facts · lpi.worldbank.org, statista.com
Q2 failed first-attempt rates 4 facts · sceb.gov.sa, mckinsey.com
Q3 drop density vs route length 5 facts · nber.org, ieee.org
…
23 facts · 11 sources · + 4 chunks from your knowledge base
0 invented — unverifiable claims dropped
04 · draft
Writing the draft
Grounded writing to the outline, in your voice profile. External claims keep their source links inline; knowledge-base facts are stated plainly — the engine never fabricates a URL.
draft.md — 1,912 words# Cost per Drop: The Last-Mile Math 3PLs Skip
Cost per drop is the only last-mile number that survives contact with a CFO. Across the GCC it runs $2.10–$3.40 per parcel in dense urban zones [World Bank LPI 2025].
outline followed 5/5 · claims linked 23/23 · voice profile applied
05 · edit
Editorial pass — voice & rhythm
A ruthless line edit against 19 default AI-tell phrases plus your brand's banned list. Sentence lengths are forced apart, hedging is cut, and the piece tightens by about 10%.
edit_logdelve seamless game-changer in today's fast-paced world — 0 occurrences remain
sentence-length variance ↑ 2.4×
1,912 → 1,847 words (-3.4%)
banned list: 19 defaults + 6 from voice profile
06 · seo
SEO finishing — meta, links, schema
Meta title and description, slug, FAQ pairs, BlogPosting + FAQPage JSON-LD — and three A/B title variants with different psychological hooks, generated on every article.
seo.json"meta_title":"Cost per Drop: Last-Mile Math for GCC 3PLs"
"slug":"cost-per-drop-last-mile-gcc"
"title_variants": [
"$2.10 vs $3.40: Where Your Cost per Drop Lands"
"How to Cut Cost per Drop Without Buying Vans"
"Speed Is the Wrong Last-Mile Metric"
]
FAQPage schema ✓ · 4 Q&A pairs
07 · score
Quality scoring
A strict rubric scores the finished piece. 80+ means publishable without edits — anything under that is flagged in your review queue. Publishing stays a human decision.
quality_breakdownclarity91hook84specificity88information gain86overall 87/100 · gate at 80 · lands in review, not on your site
It reads your
company first.
Point Scribe at your site, docs, and past posts. It crawls, chunks, and indexes everything into a per-brand knowledge base, then distills two working artifacts: a fact sheet — what your company actually does, with numbers — and a voice profile — how you sound, down to punctuation habits.
Every article retrieves against that base with hybrid search, so the writing carries your examples, your terminology, your positions. Not generic filler with your logo on it.
- — Websites, single URLs, pasted text, writing samples
- — Voice profile: tone, sentence mechanics, always/never words
- — KB facts cited plainly — invented links are a hard error
47 pages crawled → 312 chunks → contextualized · embedded · indexed
## Tone
direct — numbers before adjectives
dry — jokes live in asides, never in headers
operator-first — assumes the reader runs a fleet
## Vocabulary
ALWAYS"cost per drop" · "first-attempt rate"
NEVER solutions · cutting-edge · seamless
## Rules for a writer
1. Open with the number, not the trend.
2. One claim per sentence. Cut the second clause.
… 6 more
sample rewrite
before "Leverage our cutting-edge platform to optimize deliveries."
after "Route 400 drops with two dispatchers."
A 202, a webhook, a finished article.
That's the whole integration. Generation is honest about being async: create returns immediately with a job id, stages stream as they run, and the result arrives by webhook — or by polling, if that's more your style.
Idempotency keys
Retry a create without double-charging — same key returns the original job.
Standard Webhooks
Every delivery signed with webhook-id / -timestamp / -signature headers. Verify with any standard library.
Refunds on failure
A failed job refunds its credits automatically. You pay for articles, not attempts.
One GET, everything
Markdown, HTML, citations, title variants, FAQ, JSON-LD, quality breakdown — one article object.
# Create an article — returns 202 + a job idcurl -X POST https://scribe.whizztech.ai/v1/articles \-H "Authorization: Bearer $SCRIBE_KEY" \-H "Idempotency-Key: blog-2026-07-cost-per-drop" \-H "Content-Type: application/json" \-d '{"topic": "Cost per drop: the last-mile number nobody tracks","target_keyword": "last mile delivery cost","mode": "deep_research","brand_profile_id": "1efc0d7a-3b52-4c8e-9f14-8a2d6e470b19","image": true,"derivatives": ["x_thread", "newsletter"]}'# HTTP/2 202# {# "id": "8f41d0c2-77b5-4e19-a4d3-0b92c6a51f7e",# "object": "job",# "status": "queued",# "credits_charged": 31,# "links": { "self": "/v1/jobs/8f41d0c2-…" }# }# Poll — or skip polling entirely with a webhookcurl https://scribe.whizztech.ai/v1/jobs/8f41d0c2-… \-H "Authorization: Bearer $SCRIBE_KEY"# { "status": "succeeded", "result": { "article_id": "c3a94e17-…",# "word_count": 1847, "quality_score": 87, "citations": 14 } }
Generated is half
the job.
One click in the dashboard — or one POST from your pipeline — sends the finished article to your CMS, as a draft or live. The response hands back the external URL.
POST /v1/articles/:id/publish
{ "integration_id": "wp-main", "as_draft": true }
→ { "status": "published",
"external_url": "https://blog.falak.example/cost-per-drop" }From one generation
Derivatives bundle: +3 credits · hero image: +3
Priced per article,
not per seat.
Credits are the only unit: a standard article is 10, deep research is 25. Posted prices, no word-count meters.
Starter
$29 /mo
150 credits · ≈15 standard articles
1 brand · 1 seat
≈ $1.93 per article
Growth
Most teams land here
$79 /mo
500 credits · ≈50 standard articles
3 brands · 3 seats
≈ $1.58 per article
Scale
$199 /mo
1500 credits · ≈150 standard articles
10 brands · 10 seats
≈ $1.33 per article
API top-ups from $0.90 per standard article at volume — $1.58 on Growth. Byword charges $2.50. Surfer charges $29.
Full pricing + calculator→Publish the blog you keep postponing.
30 credits free — 3 standard articles, no card. The first one lands in your review queue about two minutes after the POST.