What takes a traditional SEO
4.5 months, our engine does in 2 days

Side-by-side comparison of traditional SEO delivery vs. MH-1's AI-powered SEO engine. Real production data from a live engagement.

Report generated April 13, 2026

20
Articles Produced
58K
Words Generated
23.8/25
Avg Quality Score
2 days
Total Production Time
Head-to-Head

The same scope. Radically different timelines.

Dimension Traditional SEO MH-1 AI Engine
Team required 5 people (strategist, content strategist, 2-3 writers, editor, developer) 1 person + AI engine
Timeline for 20 articles 12-18 weeks (3-4.5 months) 2 days
Keyword research 2-3 weeks for 100+ keywords ~2 hours, auto-scored and clustered
Cannibalization detection Manual GSC analysis, easy to miss Automatic for every keyword, action buttons
Article briefs 2-3 weeks (content strategist) ~10 min/article, generated in pipeline
Article drafts 4-6 weeks (2-3 writers in parallel) ~15 min/article (parallel subagents)
SEO optimization + schema 2-3 weeks (SEO editor) Included in pipeline (4-pass auto-optimization)
Quality review 1-2 weeks (manual) 25-point scorecard, auto-gates at 23+
Schema markup Manual per article Auto: Article + FAQ + Breadcrumb + HowTo per article
Internal linking Manual, inconsistent 7-13 verified links per article, auto-validated against site
Operational dashboard Separate project (3-4 weeks dev) Built and deployed same day
Ongoing monitoring Manual, monthly at best Automated weekly audits (GA4 + GSC)
Articles per day 1-2 (with full team) 10-15
Scalability Linear (more people = more cost) Near-zero marginal cost per article
Cost Analysis

Traditional cost for the same output

Traditional SEO Team

$48K - $70K
For 20 articles + keyword research + dashboard + monitoring
SEO Strategist (70 hrs x $175)$10,500 - $14,000
Content Strategist (50 hrs x $125)$5,000 - $7,500
SEO Writers (58K words x $0.25/word)$14,500 - $20,300
SEO Editor (50 hrs x $100)$3,750 - $6,250
Developer (100 hrs x $175)$13,125 - $20,000
Tools (Ahrefs, DataForSEO, hosting)$1,200 - $2,000

MH-1 AI Engine

Infrastructure only
Same output. 1 operator. 2 days.
AI compute (API calls)Included
MCP data servers (DataForSEO, GSC, GA4)Included
Dashboard hosting (Vercel + Supabase)Included
Operator time (1 person, 2 days)Included
Agency equivalent
At agency rates ($800-2K/article), content alone is $16K-$40K. Strategy + audit + dashboard adds $15K-$25K. Total: $31K-$65K.
Timeline

Week-by-week breakdown

Traditional SEO (12-18 weeks)

Wk 1-3Keyword research, competitive analysis, scoring
Wk 3-4Cannibalization audit (manual GSC)
Wk 4-6Article briefs (content strategist)
Wk 6-12Article drafts (2-3 writers in parallel)
Wk 12-14SEO optimization, schema, internal linking
Wk 14-16Quality review, revisions
Wk 16-18Dashboard build + monitoring setup

MH-1 AI Engine (2 days)

Hour 1-2100+ keywords researched, scored, clustered, cannibalization checked
Hour 2-3Dashboard built and deployed
Hour 3-5Batch 1: 5 articles produced (24/25 avg)
Hour 5-6Batch 2: 5 articles produced (24/25 avg)
Hour 6-7Batch 3: 5 articles produced (23.4/25 avg)
Hour 7-8Batch 4: 5 articles produced (24/25 avg)
OngoingWeekly automated audits, monitoring, health scores
Per Article

What every article ships with

🔍

Keyword Brief

Target definition, competitive gap analysis, SERP feature targets, PAA questions

✍️

4-Pass Optimization

On-page SEO, AEO formatting, GEO readiness, schema markup — all automated

🔗

7-13 Internal Links

Every link verified against the live site. Zero fabricated URLs.

📊

JSON-LD Schema

Article + FAQPage + BreadcrumbList + HowTo — rich snippet ready

✅

25-Point Scorecard

Content, SEO, AEO, GEO, Schema criteria. Auto-gates at 23+/25.

💻

CMS-Ready HTML

Bare article snippet + standalone preview. Copy-paste into any CMS.

30-Day Sprint

What we can deliver for a new client in 30 days

Week 1

Technical Audit + Keywords

Full technical audit with fixes roadmap. 100-200 keywords researched, scored, cannibalization-checked. Dashboard deployed.

Week 2

First 25 Articles

5 batches of 5 articles across diversified clusters. All 23+/25 quality scored. Internal linking wired up.

Week 3

Next 25 Articles + Publishing

Second wave of content production. Articles published to CMS. GSC indexing submitted.

Week 4

Audit + Scale

First weekly audit — traffic baselines, position tracking, quick win identification. 50-100+ articles live.

Traditional SEO in 2 months: technical audit + linking structure, zero content.
MH-1 in 30 days: technical audit + 50-100 articles + dashboard + automated monitoring.