Peec AI ↗
Focused recurring AI-search visibility monitoring is preferred.
← All toolsAnother direction / 01 Another direction / 02 Another direction / 03 Another direction / 04
The selection guideSource-backed research ↗
AI Search Monitoring / AI-search visibility, GEO, and agentic commerce platform
Opttab
AI visibility tracking, GEO actions, and agentic commerce analytics
AI-search visibility monitoringGEO and content optimizationAI commerce and agent workflows
Why it stands out
Connects AI visibility measurement with GEO, content, technical, bot, and commerce workflows.
Source review: · Public-source research, not a hands-on test
↗ Best for
Brands measuring AI visibility, sentiment, competitors, and cited sources.
! Know before you buy
No checked source proves citation precision, score accuracy, repeatability, causal visibility lift, traffic, conversion, pipeline, or revenue impact.
01 / Editorial assessment
Is Opttab for you?
The AICiteKit take
Opttab is a plausible shortlist candidate for teams that want AI-search monitoring connected to optimization and commerce workflows. Official pages document model-specific prompt tracking, citation and sentiment analysis, technical/content actions, bot analytics, AI-commerce features, integrations, and plan-level API/MCP claims. Evidence is stronger for advertised scope and commercial boundaries than for efficacy. The Hacker News thread records public launch context, but its one-point, one-comment sample cannot establish customer satisfaction or product quality. No checked source proves visibility-score accuracy, citation precision, repeatability, causal AI-traffic lift, conversion, pipeline, or revenue impact. Pilot fixed prompts, raw answers, citations, plan limits, API/MCP permissions, retention, and integration scope before purchase.
A good fit if you are…
- Brands measuring AI visibility, sentiment, competitors, and cited sources.
- Ecommerce teams needing AI-commerce workflows alongside monitoring.
- Agencies managing multiple workspaces, brands, or prompt allocations.
- SEO and content teams wanting GEO, bot analytics, and integrations in one product.
Consider another option if…
- Buyers requiring independently audited measurement or a public confidence interval.
- Teams wanting only traditional rankings or a free one-off audit.
- Organizations needing guaranteed traffic, conversion, or revenue attribution.
- Technical buyers requiring fully documented API/MCP terms before procurement.
02 / Scope, not promises
Features & coverage
- Advertised scope
Prompt/model tracking, visibility, sentiment, share of citations, GEO/AEO, content, bot/crawl analytics, AI commerce, and agent workflows are advertised.
Archived research · Official homepage checked 2026-10-24; vendor-stated scopeResearch excerpt · Core features and boundaries- Named AI surfaces
The plan matrix names ChatGPT, Gemini, Perplexity, Claude, Google AI Mode, Grok, DeepSeek, Mistral, Copilot, and Meta AI, with availability varying by tier.
Archived research · Official pricing pageResearch excerpt · AI visibility, prompts, and citations- Prompt and plan limits
Lite has 30 prompts and 2 models; Starter 150 prompts and 8 models; Growth 450 prompts and 10 models; Enterprise custom.
Archived research · Official pricing pageResearch excerpt · Pricing and limits- API and MCP boundary
Starter lists API access; Growth and Enterprise list MCP/API access. Endpoint, authentication, permissions, quotas, and retention are not fully public.
Archived research · Official pricing and integrations pages; technical terms require confirmationResearch excerpt · API, MCP, and agent workflows- Evidence boundary
No checked source proves citation precision, score accuracy, repeatability, causal visibility lift, traffic, conversion, pipeline, or revenue impact.
Archived research · Editorial assessment dated 2026-10-24Research excerpt · What the evidence does not prove
AI visibility, prompts, and citations
Opttab advertises prompt tracking, visibility, sentiment, competitor comparison, share of citations, and source discovery across named AI platforms. The checked pages do not expose a complete sampling protocol, model-version history, localization method, or uncertainty measure.
GEO, content, and bot analytics
The platform lists technical GEO actions, content optimization, generated articles, AXP/bot pages, website-builder capabilities, and AI web/crawl analytics. These workflows do not prove future citations or causal traffic lift.
AI commerce and integrations
Official pages advertise AI-commerce capabilities and integrations including Shopify, WordPress, GA4, Google Search Console, Zapier, GitHub, Cursor, Looker Studio, Google Merchant Center, and Google Ads. Confirm permissions and plan availability.
API, MCP, and agent workflows
Starter lists API access, while Growth and Enterprise list MCP/API access. Confirm endpoint, authentication, read/write scope, rate limits, workspace isolation, logging, retention, and revocation.
A focused evaluation workflow
- Define brands, competitors, prompts, countries, languages, models, and workspaces.
- Track AI answers, visibility, sentiment, citations, and AI web/crawl activity.
- Use GEO, content, bot-page, commerce, or agent workflows to act on gaps.
- Re-run a frozen prompt panel and compare raw answers, citations, timestamps, and analytics.
03 / Commercial boundaries
Pricing & limits
Terms below reflect the 2026-10-24 source review, not a new live quote. Confirm currency, billing term, tax and required scope with the provider.
- Public price signals
Annual: $25 Lite, $84 Starter, $415 Growth; monthly: $29 Lite, $99 Starter, $499 Growth; Enterprise custom.
Archived research · Official pricing page checked 2026-10-24; confirm billing toggle and scopeResearch excerpt · Pricing and limits- Prompt and plan limits
Lite has 30 prompts and 2 models; Starter 150 prompts and 8 models; Growth 450 prompts and 10 models; Enterprise custom.
Archived research · Official pricing pageResearch excerpt · Pricing and limits- Named AI surfaces
The plan matrix names ChatGPT, Gemini, Perplexity, Claude, Google AI Mode, Grok, DeepSeek, Mistral, Copilot, and Meta AI, with availability varying by tier.
Archived research · Official pricing pageResearch excerpt · AI visibility, prompts, and citations
Your buying checklist
Get these answers first.
- Which model versions, countries, languages, and surfaces are included at the selected tier?
- Can buyers export raw answers, citations, timestamps, and score inputs?
- How are prompts, responses, models, workspaces, Agent chats, pages, products, and billing calculated?
- What are the API/MCP endpoint, authentication, read/write scope, rate limits, logs, retention, and revocation terms?
- Which integrations are included, and what data permissions and cancellation terms apply?
Pricing context & qualifications
The official pricing page checked 2026-10-24 displays annual signals of $25 Lite, $84 Starter, and $415 Growth, plus monthly signals of $29, $99, and $499; Enterprise is contact-led. Public limits include 30/150/450 prompts and 2/8/10 models across Lite/Starter/Growth. Confirm billing, responses, workspaces, Agent chats, content, pages, products, and API/MCP scope.
04 / The tradeoffs
Strengths & weaknesses
Reasons to shortlist
- Connects AI visibility measurement with GEO, content, technical, bot, and commerce workflows.
- Names AI surfaces and exposes prompt/model/response limits by plan.
- Provides annual and monthly public price signals.
- Lists integrations and API/MCP access points for operational teams.
Reasons to pause
- No independently verified rating sample, controlled benchmark, or hands-on test found.
- Hacker News evidence is a tiny launch discussion, not customer validation.
- Sampling, model versions, localization, scoring, and citation methodology are not fully public.
- API/MCP permissions, quotas, retention, and workspace isolation require confirmation.
- Visibility observations do not prove traffic, conversion, pipeline, or revenue impact.
No checked source proves citation precision, score accuracy, repeatability, causal visibility lift, traffic, conversion, pipeline, or revenue impact.
05 / Choose by the job
Alternatives to consider
Editorial fit comparisons—not performance rankings or claims that one option always wins.
Profound ↗
Enterprise answer-engine intelligence and reporting are preferred.
Brandlight ↗
Brand visibility and source-influence analytics are preferred.
Yotpo Discover ↗
Ecommerce AI-discovery insights are the primary need.
06 / What we can substantiate
Reviews & evidence
No representative product-rating sample, controlled benchmark, or hands-on test was found. The Hacker News launch thread had one point and one comment and was treated as public launch context only; official testimonials and lift claims were treated as vendor-selected evidence.
AICiteKit assessment: public-source research, not a hands-on product test. Official materials establish stated scope; reviews are dated and may concern the broader platform. Neither establishes guaranteed citations, traffic or revenue.
Sources & original verification dates
| Source | Evidence type | Checked |
|---|---|---|
| Opttab homepage ↗ | official | |
| Opttab pricing ↗ | official pricing | |
| Opttab integrations ↗ | official integrations | |
| Hacker News Opttab launch thread ↗ | independent launch context; tiny community sample | |
| GEO tool directory snapshot ↗ | discovery only; not quality evidence |
Original review evidence & date context
Preserved from the published research. Dates, review counts and product-scope qualifications below have not been refreshed by this layout migration.
Evidence snapshot
Opttab’s official homepage, pricing, and integrations pages establish product identity, advertised AI-search/GEO scope, named AI surfaces, plan limits, public price signals, and integration claims. The Hacker News launch thread provides only a one-point/one-comment public launch sample, not representative customer validation. No checked source provides a product-specific rating sample, controlled benchmark, hands-on test, citation-precision study, repeatability evidence, or causal traffic/revenue outcome evidence. Vendor testimonials and lift claims remain vendor-selected evidence.
Research notes & unresolved discrepancies
- Official homepage, pricing, and integrations pages checked 2026-10-24.
- Hacker News thread was treated as a one-point/one-comment launch sample, not a product review.
- Vendor testimonials and outcome claims were treated as vendor-selected evidence.
- The dated snapshot was used for discovery and queue prioritization only.
- No controlled benchmark or hands-on test was found.
Layout migration: October 4, 2026. The original MDX research is retained in the repository; this reorganization does not refresh its factual verification dates.