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Content velocity
Research to published draft in hours, not quarters.
The content engine for expert firms
Novel Koncept learns your practice from one URL, builds a strategy you approve, and writes in your voice. Every week. No new hires.
On the sheet: a live draft for Hartwell & Voss LLP, Denver
Hartwell & Voss LLP · Insights deskQUEUED
Page 1 / 40 WORDS
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Voice match
Drafts that read like your senior partner wrote them.
12
New hires
The engine staffs the desks. You keep the byline.
Built for
Firms whose expertise is real, and whose competitors are louder.
- Law firms
- Consulting
- Financial advisory
- Accounting
- B2B technology
- Agencies
A look inside the engine
A full content operation, the moment you sign in.
Strategy12
Voice library4
Briefs37
Drafts9
Published104
Performance
STRATEGY · Q3 2026
Topic map. 12 pillars, 48 briefs.
LLM-cited
AEO target
Reportage
Position
Service
P0
P0
P1
P0
P2
P0
P1
P2
P1
P1
P1
P0
P2
P0
P0
Why mid-market law firms keep losing to BigLaw in answer engines
AEO 94
SEO 89
The death of the SEO playbook, and what AEO actually rewards
AEO 91
SEO 89
A working theory of brand voice for professional services
AEO 82
SEO 88
Why your buyer never sees your insights page
AEO 78
SEO 87
Citations are the new backlinks. Earn them on purpose.
AEO 76
SEO 87
Strategy, voice, and a year of planned content, mapped before you write a word. The rest of this page is the case for why you need it.
01The problem
You know more than anyone in your market.
The internet has no idea.
Your competitors are not winning on substance. They are winning on visibility, and the reasons are uncomfortably specific.
Your expertise is real. Your competitors’ content is not. They publish more than you do, so they win the search results, the AI answers, and the trust that comes with showing up everywhere.
You don’t have a knowledge problem. You have a visibility problem. The gap between what your business knows and what the market can find is the reason less-qualified competitors keep ending up in front of your buyers.
Content takes time you don’t have, in a voice no one else can fake, at a quality nobody on a freelance marketplace can deliver. That’s the wall every business hits. It’s the reason your blog has four posts from last year.
You already know all of this. Which is why you’ve spent the last two years trying to fix it.
02What you’ve tried
You’ve tried the reasonable things.
Each one failed for a specific reason. None of it is your fault.
01The freelancer.
Could write. Couldn't carry the subject matter.
You ended up rewriting the work yourself or quietly killing the engagement.
02The agency.
Expensive. Slow.
Produced content that sounded like every other firm in your category. Voice was the first thing to go.
03The AI tool.
Produced volume nobody wanted to read.
Generic on arrival. Optimized for word count, not for being cited or trusted.
04The in-house hire.
Burned out trying to be five people in one chair.
Strategist, writer, editor, SEO specialist, and publisher in one chair. Left for a job with a real team behind it.
None of it scaled. None of it stayed in your voice.
04The empathy model
We don’t write about your business.
We write to the customers your business serves.
Every word the engine writes is grounded in a structured understanding of the person on the other side of the screen.
Every article we publish is grounded in a structured customer empathy model that maps not just what your customers do, but what they feel, fear, and need to believe. That empathy model is injected directly into every word our system writes.
Most AI content tools prompt a model and publish whatever comes out. The result is content that could have been written about any company. Generic on arrival. Forgettable on read. Invisible in the answers your buyers actually trust.
We do the opposite. Before a single word is written, the engine builds a structured understanding of who’s reading the piece, what they’re feeling when they search, what objections they’re carrying, and what transformation they need to go through. Then every article is written to that understanding.
READER MODEL · PER PIECE
The mid-market M&A buyer
FeelsUnder pressure. Quietly skeptical of every pitch.
FearsHiring a firm that fumbles the deal in week three.
Objection“Everyone says they’re senior. Prove it.”
Needs to believeThese people have done this exact thing before.
TransformationAnxiousConfident enough to call
Content built for the reader. Engineered to be found by the systems that decide who gets cited.
05What the engine does
Quality content. At speed.
With strategy underneath.
Five capabilities. One continuous system. Each one earns its place by doing work the others depend on.
01
The empathy model.
We map your customer's mind before we write a word. Their emotional state, the language they use, the objections they carry, the transformation they need. Every piece is built from that map.
02
Strategy and voice.
A real strategy for your business, layered onto the empathy model. Your voice, captured precisely. Scored on every piece. No exceptions.
03
Built for search and AI answers.
Optimized for Google from the ground up. Engineered for the answer engines quietly replacing it. SEO and AEO, handled together, not bolted on.
04
Every claim, verified.
Every source is checked. Every URL is validated. Every statistic must trace back to a real source. Fabricated authority does not survive the pipeline.
05
The system compounds.
Performance feeds back into strategy. Every revision sharpens the voice. The tenth piece is sharper than the first. The hundredth is sharper than the tenth.
06The product
What the desk looks like
from the inside.
Strategy first, voice next, drafts last. The same order the work moves through the building.
- 01Strategy map
- 02Voice fingerprint
- 03Editor desk
See the year before you write a word.
Pillars, briefs, and the AEO/SEO scoring for every topic. You see what to write, in what order, and why each piece compounds the last.
Topic & competitor matrix
AEO target identification
Brief generation queue
Strategy12
Voice library4
Briefs37
Drafts9
Published104
Performance
STRATEGY · Q3 2026
Topic map. 12 pillars, 48 briefs.
LLM-cited
AEO target
Reportage
Position
Service
P0
P0
P1
P0
P2
P0
P1
P2
P1
P1
P1
P0
P2
P0
P0
Why mid-market law firms keep losing to BigLaw in answer engines
AEO 94
SEO 89
The death of the SEO playbook, and what AEO actually rewards
AEO 91
SEO 89
A working theory of brand voice for professional services
AEO 82
SEO 88
Why your buyer never sees your insights page
AEO 78
SEO 87
Citations are the new backlinks. Earn them on purpose.
AEO 76
SEO 87
FROM A PRACTITIONER
We replaced an agency, a freelancer and the role we kept failing to hire.The first piece the engine wrote actually sounded like us.The thirtieth one is the reason inbound is up.
07Built by people who do this work
We built this because
we were already doing it.
Novel Koncept is the productized version of a content operation that runs every day for real clients on real deadlines.
The Upward Spiral Group · Boulder, Colorado
The Upward Spiral Group runs content programs for clients in professional services, technology, and beyond. We win SEO and AEO for them right now. Novel Koncept is the productized version of that operation, engineered so the businesses we can’t take on directly can run the same playbook themselves.
Practitioners built this, not theorists. Every part of the engine was engineered after how a world-class content team actually operates. Eight specialists. One coordinated system. Working on your business every day.
See what the engine does for your business.
Get started in minutes. The engine maps your market, extracts your voice, and shows you what your content operation could look like before you commit to anything.