On this page
Wire runs on your AI subscription. That includes analysis, web research, and a full content rewrite in a single AI call. Most SEO tools charge $2-29 per article for optimization scoring alone. They grade your content. They do not rewrite it. That distinction matters for every comparison on this page. See current pricing.
What Pennies Per Page Gets You
AutoFix München runs enrich on their 45 service pages. Each page gets:
- Keyword analysis against search data. Presence checks, BM25 semantic fit, opportunity scoring (
impressions x (1-CTR)), keyword routing across 3 signals. No AI tokens used. Runs locally. - Targeted web research. Up to 3 searches for expansion keywords identified in step 1.
- Combined rewrite. Content expansion, SEO title/heading optimization, internal link insertion, news integration. One AI call.
- 45 lint rules on output. Title length (51-55 chars), H1 alignment, anchor text quality, broken link detection, source deduplication.
- Merge guard. If the output shrinks more than 20%, Wire refuses to save.
CompareStack runs enrich on 200 vendor profiles. Total cost: less than a single freelance article. An agency would quote five figures.
SaaS SEO Tools
These tools score content against a topic model. They tell you what to improve. They do not improve it.
| Tool | Monthly cost | Per-article cost | What it does |
|---|---|---|---|
| Clearscope | $129-$399/mo | $5-7/report | Grades content against topic model. 20 reports on Essentials plan. No writing. |
| Surfer SEO | $99-$219/mo | $2-3/article (editor) | Content Editor scores your draft. 30-100 articles depending on plan. |
| Surfer AI (add-on) | On top of Surfer plan | $29/article | Full AI article generation. This is the writing add-on. |
| Frase | $15-$115/mo | $1.50-3.75/article | SEO document optimizer. $35/mo add-on for unlimited AI generation. |
| MarketMuse | $99-$499/mo | Credits vary | Topic modeling and content briefs. Enterprise: $4,000-$30,000/mo for teams. |
| SEMrush ContentShake | $60/mo standalone | $12/article | 5 "SEO-boosted" articles per month. Full SEMrush suite: $140-$500/mo. |
| Jasper AI | $39-$59/user/mo | N/A (word limits) | General AI writing. Not SEO-specific. No audit, no search data integration. |
Sources: Clearscope, Surfer SEO, Frase, MarketMuse, SEMrush, Jasper. Prices as of March 2026.
The Real Comparison
Most SaaS tools are scoring tools. Wire is an execution tool. Here is the apples-to-apples breakdown:
| What you need | SaaS tool cost | Wire cost | Difference |
|---|---|---|---|
| Optimize one page | $5-7 (Clearscope report) + writer time | Your AI subscription (analysis + rewrite) | orders of magnitude cheaper, and Wire actually rewrites |
| Generate one SEO article | $29 (Surfer AI) | Your AI subscription | orders of magnitude cheaper |
| Audit 200 pages for cannibalization | Included in $399/mo plan (Clearscope) or manual | $0 (database query, no API) | Free vs. $4,788/year subscription |
| Weekly market intelligence | Not available | Included in your AI subscription | No SaaS tool offers this |
| Detect and fix keyword overlaps | Manual in all tools | Included in your AI subscription | Automated merge or differentiate |
| Internal link optimization | Manual or not available | Included in your AI subscription | Automated crosslinking |
The SaaS tools assume you have a writer. Wire replaces the writer for SEO-specific tasks. A Clearscope report tells you "add the keyword 'Bremsenprüfung' to your H2." Wire's enrich command adds it, in context, with a source citation, and validates the output against 45 lint rules.
Human Labor Costs
For context, here is what the same work costs without any tool:
| Service | Cost |
|---|---|
| Freelance SEO writer (intermediate) | $300-$450 per 1,500-word article |
| Freelance SEO writer (expert B2B niche) | $750-$1,200 per article |
| SEO agency content piece | $300-$800 per piece |
| SEO agency retainer (mid-range) | $2,000-$4,000/month |
| SEO agency retainer (full-service) | $3,000-$7,500/month |
| In-house SEO content editor (US) | ~$85,000/year (~$375/day with benefits) |
Sources: Backlinko SEO pricing, Clutch agency pricing, Glassdoor SEO editor salary.
At Scale
CompareStack has 200 vendor profiles. Here is what a full optimization cycle costs:
| Operation | Wire cost | Agency cost | SaaS + writer cost |
|---|---|---|---|
| Audit all 200 pages | $0 | $2,000-$10,000 | $0 (included in subscription) |
| Optimize all 200 pages | Your AI subscription | $30,000-$60,000 | $1,000-$1,400 (Clearscope) + $60,000-$90,000 (writer) |
| Weekly intelligence x 52 weeks | Your AI subscription | $26,000-$104,000/year | Not available |
| Detect cannibalization | $0 | Included in $5K+/month retainer | Manual in all tools |
| Total year 1 | orders of magnitude less | $60,000-$180,000 | $65,000-$95,000 |
AutoFix München with 45 pages gets the same SEO pipeline as a 200-page SaaS comparison site, all covered by your AI subscription. See pricing.
Capability Comparison
Price is one axis. Capability is the other.
| Capability | Wire | Clearscope | Surfer | MarketMuse |
|---|---|---|---|---|
| Content scoring/grading | Via lint rules + search data | Topic model grading | Content Editor score | Topic authority score |
| Content rewriting | Yes (enrich, seo, refine) | No | $29/article add-on | No |
| Keyword cannibalization detection | Automated via search database | No | No | Inventory-level only |
| Automated merge/differentiate | Yes | No | No | No |
| Content audit (22+ checks) | $0, local analysis | Content grading only | Content score only | Topic inventory |
| Build-time linting (91 rules) | Yes, hard failures | No (SaaS, no build integration) | No | No |
| Weekly market intelligence | Included in your AI subscription | No | No | No |
| Source diversity detection | Automated | No | No | No |
| Internal link optimization | Automated crosslinking | No | No | No |
| Works offline | Analysis: yes. Generation: API | No | No | No |
| Data ownership | Markdown in your git repo | Locked in platform | Locked in platform | Locked in platform |
| Search data integration | Full database: overlaps, trends, routing | Position tracking | Position tracking | Inventory mapping |
What Wire Does Not Replace
Wire handles content operations: analysis, rewriting, auditing, linking, reporting. It does not handle:
Strategy. Wire optimizes pages for keywords they rank for and finds gaps in coverage. It does not decide whether to enter a new market, pivot positioning, or change the competitive narrative.
Brand voice development. Wire enforces voice through _styleguide.md. Someone writes the rules once. Wire applies them without drift. But the initial voice definition is human work.
Link building. Wire handles internal linking. External link acquisition (outreach, guest posting, digital PR) is outside its scope.
Design. Wire produces markdown and builds HTML from templates. It does not touch visual design, navigation UX, or Core Web Vitals. Those are your stack's responsibility.
Judgment. Wire's merge guard, shrinkage detection, and dry-run mode exist because automated changes need human review. Wire proposes. You approve.
Related: scaling content and workflow.
See the Guides overview for all Wire documentation.