Your AEO department. Outcomes, not dashboards.
When a buyer asks ChatGPT for a firm like yours, Voltaire makes sure your name is in the answer — and that they end up on your site, on a call, or in your inbox.
Voltaire is the Answer Engine Optimization department for professional services firms. We pick the buyer queries that matter in your practice, write the content that gets cited, distribute it where AI engines pick it up, and deliver the visits, conversations, and clients. Flat retainer. No platform to operate.
Your next client is asking AI right now. You are not in the answer.
Buyers no longer search Google for a list of ten links. They ask ChatGPT, Perplexity, Claude, or Gemini who to hire — and the answer engine gives them three names. If your firm is not one of those three, you are invisible to a buyer who is already deciding.
- “Best employment lawyer in Brooklyn for a startup” — buyer-intent, click-through, vendor decision.
- “CPA who handles SaaS revenue recognition” — buyer-intent, click-through, vendor decision.
- “Tax accountant for an LLC with foreign owners” — buyer-intent, click-through, vendor decision.
- These queries already happen. The answer is being generated whether you participate or not.
Four stages. One subscription. We operate. You sign clients.
Research the queries that matter
We identify the buyer-intent prompts in your practice — the questions a prospect actually asks ChatGPT before reaching out. We map the answer engines, the citation patterns, and the firms currently getting recommended.
Produce the content that gets cited
Long-form articles, FAQs, structured-data pages, and original POVs — written in your voice, formatted for AI extraction, published on your site. Eight to twelve original pieces per month, plus dozens of derivative assets across LinkedIn, email, and ad creative.
Distribute where AI engines pick up
Citations require authority signals. We secure mentions on the domains AI engines weight: industry press, directories, partner sites, and Reddit threads where the buyer queries actually originate. We also run paid amplification when the data says it accelerates citation pickup.
Measure the right things and adjust weekly
Citation rate per query, visit volume from AI referrers, inbound form fills, calls booked. We rebalance the query list every week based on what is converting, kill the ones that are not, and double down on the segments that are working.
Each week the playbook gets sharper. That is the part you cannot buy in a tool.
Most AEO tools give you a dashboard. Dashboards do not compound. Voltaire compounds because every citation we win, every visit that converts, and every prompt that fails becomes training data for the next month's plan. After three months we know your practice better than your last agency did after a year — what buyer queries actually convert in your segment, which content angles your prospects respond to, which AI engine drives the highest-intent traffic for firms like yours.
Per-segment learning. The playbook for a 12-person CPA firm is not the playbook for a 25-person employment law practice. We run both, and the system gets sharper at both.
Weekly query rebalancing. The list of buyer prompts we target is never frozen. New ones surface every week from your actual prospect conversations and from shifts in how AI engines respond.
Citation half-life tracking. We know which citations decay (AI engines reweight their sources monthly), and we refresh them before they drop.
Strategy that survives platform changes. When ChatGPT changes its citation behavior, we already see it in the data and adjust. You do not have to.
Everything that drives AI search visits. No modules to bolt on.
Discovery
- ·Buyer-query research across 5 AI engines (ChatGPT, Perplexity, Claude, Gemini, Google AI Overviews)
- ·Citation share-of-voice tracking versus top 5 competitors
- ·Technical AEO audit (schema, llms.txt, crawler accessibility)
- ·Monthly content calendar built from query data
Production
- ·8–12 original long-form pieces per month, calibrated to your voice
- ·FAQ pages and structured-data optimization on every piece
- ·Derivative assets: LinkedIn posts, email sections, ad copy, landing pages
- ·Approval workflow that converges on your voice in 12 days
Distribution
- ·Outreach to the domains AI engines cite most for your queries
- ·Paid amplification (Google Ads, Meta, LinkedIn) when the math supports it
- ·Reddit and forum presence where buyer queries originate
- ·Quarterly digital PR placements in tier-1 industry press
Measurement
- ·Weekly citation reports per query
- ·Visit attribution from AI referrers (ChatGPT, Perplexity, etc.)
- ·Inbound form fills and calls tagged by source query
- ·Monthly strategy review with rebalanced query list and next-month plan
Profound and Peec sell you the tools. Voltaire does the work.
AEO platforms are excellent if you have a marketing engineer on staff who builds workflows, ships content, and operates dashboards. Most professional services firms do not. Voltaire is for the firm that wants the outcome — citations, visits, clients — without staffing up the operator role. You pay a flat retainer, we run the department.
Frequently asked questions
Answer Engine Optimization (AEO) is the practice of getting your firm cited when AI engines like ChatGPT, Perplexity, Claude, Gemini, and Google AI Overviews answer a buyer's question. Unlike SEO, which targets a ranking in a list of ten links, AEO targets inclusion in a generated answer that recommends two to seven sources. Done well, AEO drives qualified visits from buyers who have already decided to evaluate the firms in the answer.
Functionally yes, with a vocabulary preference. AEO emphasizes the answer engine — the system synthesizing the response. GEO emphasizes generative — the act of producing the answer. The work is the same: structured content, authority signals, citation tracking, and continuous content tuning. Voltaire uses AEO because it centers what matters to a buyer: the answer they receive.
For buyer-intent queries — the kind a professional services prospect makes — yes. Someone asking ChatGPT for an employment lawyer in their city is not looking for a factual lookup. They are picking a vendor and they click through to evaluate. The zero-click pattern applies to encyclopedic queries (capital of France), not vendor-selection queries (best CPA for a startup). Voltaire focuses exclusively on the second kind.
Profound, Peec, and Semrush are platforms. They give a marketing engineer the data and tools to run AEO in-house. Voltaire is a department: we operate AEO for you under a flat retainer. If you have a marketing engineer, the platforms are excellent. If you have a managing partner and a busy practice, Voltaire is the closer fit. See our comparison pages at /vs/profound, /vs/peec, /vs/semrush, /vs/ahrefs, and /vs/agencies.
First content live by day 2. First citation tracking in place by day 5. First measurable citations on long-tail buyer queries within 3 to 5 weeks of optimized content publication. Citation share on competitive head queries takes 8 to 12 weeks. The compounding effect is visible by month 3 — that is when the weekly query rebalancing has produced enough data to noticeably outperform the month-1 plan.
Professional services firms with 10 to 30 people who are already outsourcing marketing or thinking about it. The fit is sharpest for law, CPA and accounting, consulting, financial advisory, and architecture firms — segments where buyers ask AI engines for vendors and where one new client per quarter pays for the entire retainer. Voltaire is not for solo practitioners (the math does not work) or for firms with an in-house marketing team larger than two (the platforms are a better fit).
Two tiers and a custom option. Foundation at $2,490 per month covers AEO research, production, distribution, and measurement for a single-segment practice. Growth at $4,990 per month adds paid amplification, multi-segment query expansion, and quarterly strategy briefings. Custom is for multi-region or multi-brand firms. All flat retainer, no setup fees, no platform to operate.
Start filling your pipeline from AI search.
Three-minute onboarding. First content live in 48 hours. Or run the $99 deep AEO audit at /audit to see where you stand before signing the retainer.