You're looking at a $29/article charge and wondering if that's just the cost of doing SEO at scale. It isn't.

Wire costs $0.06 per page. That includes analysis, web research, and a full rewrite. Most tools you've seen charge more than that just to tell you what to fix, then hand the work back to you. The gap isn't a rounding error. It comes from a structural difference in what these tools actually do. Which side of that gap describes your current situation?

Clearscope, Surfer, Frase: these tools produce a score. They tell you "add this keyword to your H2." Then you, or someone you're paying, does that. The score and the fix are two separate line items. Surfer's AI writing add-on closes that gap, but at $29 per article it prices out most sites with more than a handful of pages to maintain. The question is whether you're paying for analysis you're already doing in your head, or for execution you still have to outsource.

A Clearscope report on one page costs $5-7. Wire's enrich command on the same page costs $0.06 and produces a rewritten draft with the keyword added in context, a source citation, and 44 automated checks on the output. The report tells you what to do. The command does it. That distinction compounds fast when you have 50 pages, not one. But there's a version of this where Wire isn't the right fit, and it's worth knowing what that looks like before you commit.

A freelance SEO writer in a B2B niche runs $750-$1,200 per article. An agency content piece is $300-$800. A mid-range agency retainer is $2,000-$4,000 per month. These aren't outliers. They're the standard quotes for the work Wire automates for SEO-specific tasks. The complication: Wire doesn't replace every reason you'd hire a writer. Strategy, brand voice definition, and judgment calls still require a person. The question is how much of your current spend is on execution versus those things.

CompareStack has 200 vendor profiles. A full optimization cycle with Wire costs $12. The same cycle with an agency runs $30,000-$60,000. With a SaaS tool plus writers, $65,000-$95,000. Those numbers aren't projections. They're line items: audit, optimize, weekly intelligence, cannibalization detection. The part that tends to surprise people isn't the per-page cost. It's that the audit and cannibalization detection run locally at $0, before any API call happens. Scale changes the math on every tool. It changes Wire's math in a different direction than most.

Wire does things none of the SaaS tools offer: automated keyword cannibalization detection, merge-or-differentiate routing, build-time linting with hard failures, weekly market intelligence reports. It also does things differently: data lives in your git repository, not a platform. Analysis runs offline. GSC integration goes deeper than position tracking into overlap detection and keyword routing across three signals. The capability gap runs both directions, though. Wire doesn't have a visual content editor, a topic authority score, or a content brief workflow. Whether that matters depends on how your team currently works.

Wire handles execution: analysis, rewriting, auditing, linking, reporting. It doesn't handle market strategy, brand voice development, external link acquisition, visual design, or the judgment call on whether a proposed change is actually right. The merge guard and dry-run mode exist precisely because automated changes need a human to approve them. Wire proposes. You decide. If your current bottleneck is execution, that boundary probably works. If your bottleneck is figuring out what to do in the first place, Wire solves a different problem than the one you have.

Wire costs $0.06 per page. That number includes analysis, web research, and a full content rewrite in a single Claude API 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.

What $0.06 Gets You

AutoFix München runs enrich on their 45 service pages. Total cost: $2.70. Each page gets:

  1. Keyword analysis against GSC data. Presence checks, BM25 semantic fit, opportunity scoring (impressions x (1 - CTR)), keyword routing across 3 signals. Cost: $0. Runs locally.
  2. Targeted web research. Up to 3 searches for expansion keywords identified in step 1.
  3. Combined rewrite. Content expansion, SEO title/heading optimization, internal link insertion, news integration. One Claude call.
  4. 44 lint rules on output. Title length (51-55 chars), H1 alignment, anchor text quality, broken link detection, source deduplication.
  5. Merge guard. If the output shrinks more than 20%, Wire refuses to save.

CompareStack runs enrich on 200 vendor profiles. Total cost: $12. 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 GSC 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 $0.06 (analysis + rewrite) ~100x cheaper, and Wire actually rewrites
Generate one SEO article $29 (Surfer AI) $0.06 480x 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 ~$3/report No SaaS tool offers this
Detect and fix keyword overlaps Manual in all tools $0.06 per affected page Automated merge or differentiate
Internal link optimization Manual or not available $0.06 per page 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 44 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 $12 $30,000-$60,000 $1,000-$1,400 (Clearscope) + $60,000-$90,000 (writer)
Weekly intelligence x 52 weeks $156/year $26,000-$104,000/year Not available
Detect cannibalization $0 Included in $5K+/month retainer Manual in all tools
Total year 1 ~$400 $60,000-$180,000 $65,000-$95,000

AutoFix München with 45 pages: Wire costs under $50/year for continuous optimization. The local mechanic shop gets the same SEO pipeline as a 200-page SaaS comparison site.

Capability Comparison

Price is one axis. Capability is the other.

Capability Wire Clearscope Surfer MarketMuse
Content scoring/grading Via lint rules + GSC 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 GSC 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 (44 rules) Yes, hard failures No (SaaS, no build integration) No No
Weekly market intelligence ~$3/report 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
GSC integration depth 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.