Otterly.AI ↗
Otterly.AI · established AI-visibility monitoring · better fit for broader public evidence
← All toolsAnother direction / 01 Another direction / 02 Another direction / 03
The selection guideSource-backed research ↗
AI Search Monitoring / AI-search visibility and brand-monitoring product for marketing and GEO teams.
Riff Analytics
Monitor AI brand visibility, citations, and answer share across major AI engines
AI-search visibility monitoringCitation-source trackingCompetitor analysisAI-readiness analysis
Why it stands out
Broad named AI-engine coverage across chat and answer surfaces.
Source review: · Public-source research, not a hands-on test
↗ Best for
Marketing teams tracking brand and competitor visibility across named AI engines.
! Know before you buy
Temso and LLMrefs provide category or identity context; no checked source provides a product-specific rating sample, controlled benchmark, hands-on test, or efficacy study.
01 / Editorial assessment
Is Riff Analytics for you?
The AICiteKit take
Riff Analytics is a plausible fit for marketing and GEO teams that want recurring AI-search visibility checks across several named engines. Its official pages establish brand mentions, response context, citation-source tracking, competitor signals, AI-readiness audits, and sentiment workflows. Starter is listed at $49/month with one brand and 20 prompts; Pro is listed at $149/month with five brands and 100 prompts. Temso and LLMrefs provide category context, not product validation. Evidence confidence is medium for identity, advertised scope, and displayed commercial boundaries and low for efficacy: no checked source exposes a product-specific rating sample, controlled benchmark, citation-precision study, or causal outcome analysis. Freeze prompts, retain raw answers and source lists, and verify model coverage, privacy, exports, API, and retention before reporting.
A good fit if you are…
- Marketing teams tracking brand and competitor visibility across named AI engines.
- Agencies and consultants evaluating recurring AI-search monitoring for multiple brands.
- GEO practitioners using citation-source and AI-readiness signals as directional hypotheses.
Consider another option if…
- Technical SEO teams needing a crawler or backlink index.
- High-assurance buyers requiring independent accuracy or causal validation.
- Teams requiring documented API, raw-answer export, or white-label entitlements without procurement confirmation.
02 / Scope, not promises
Features & coverage
- Brand, prompt, URL, and competitor allowances
Starter lists 1 brand, 20 prompts, 1,000 URL checks/month, and up to 10 competitors; Pro lists 5 brands, 100 prompts, 5,000 URL checks/month, and up to 100 competitors.
Archived research · Official pricing checked 2026-10-26.Research excerpt · Pricing and limits- Named AI surfaces
The official pages name ChatGPT, Perplexity, Google AI, Claude, Grok, and DeepSeek; exact versions, browsing modes, regions, and languages are not established.
Archived research · Official homepage and product pages checked 2026-10-26.Research excerpt · Multi-engine visibility monitoring- Independent evidence boundary
Temso and LLMrefs provide category or identity context; no checked source provides a product-specific rating sample, controlled benchmark, hands-on test, or efficacy study.
Archived research · Category pages checked 2026-10-26.Research excerpt · User feedback and evidence quality
Multi-engine visibility monitoring
The official pages name ChatGPT, Perplexity, Google AI, Claude, Grok, and DeepSeek and describe mention trends and response context. This supports advertised coverage, not complete coverage or repeatability across versions, locales, and browsing states.
Citation sources and answer context
Riff Analytics describes citation-source tracking and tools for identifying where AI engines find a brand's content. The checked pages do not define citation precision, source matching, or answer-sampling methodology.
Competitor and AI-readiness workflows
The product pages describe competitor monitoring, sentiment signals, and AI-readiness audits. These support advertised workflow scope, not independently validated scores or business outcomes.
Public plan economics with procurement boundaries
The pricing matrix lists Starter and Pro brand, prompt, URL-check, and competitor limits. Terms and privacy pages provide legal and data-policy context, but API, retention, export, and white-label details require confirmation.
A focused evaluation workflow
- Define brands, prompts, competitors, markets, and AI surfaces.
- Review the prompt set and freeze the analysis configuration.
- Run recurring checks and retain raw answers, citations, source lists, timestamps, and model metadata.
- Compare mentions, answer context, citation sources, sentiment, and competitors without treating a composite result as causal proof.
- Use citation gaps and AI-readiness findings as hypotheses for controlled content tests.
- Confirm privacy, retention, exports, API, access roles, and agency terms before reporting.
03 / Commercial boundaries
Pricing & limits
Terms below reflect the 2026-10-26 source review, not a new live quote. Confirm currency, billing term, tax and required scope with the provider.
- Public plans
Starter and Pro plans are displayed; confirm any higher or custom entitlements.
Archived research · Official pricing checked 2026-10-26.Research excerpt · Pricing and limits- Published prices
Starter $49/month; Pro $149/month; annual billing is described as 10% cheaper.
Archived research · Official pricing checked 2026-10-26; confirm current checkout terms.Research excerpt · Pricing and limits- Brand, prompt, URL, and competitor allowances
Starter lists 1 brand, 20 prompts, 1,000 URL checks/month, and up to 10 competitors; Pro lists 5 brands, 100 prompts, 5,000 URL checks/month, and up to 100 competitors.
Archived research · Official pricing checked 2026-10-26.Research excerpt · Pricing and limits
Pricing context & qualifications
The official pricing page checked 2026-10-26 lists Starter at $49/month and Pro at $149/month. Starter lists 1 brand, 20 prompts, 1,000 URL checks/month, and up to 10 competitors; Pro lists 5 brands, 100 prompts, 5,000 URL checks/month, and up to 100 competitors. Annual billing is described as 10% cheaper. Confirm model access, retention, exports, API, and agency terms before purchase.
04 / The tradeoffs
Strengths & weaknesses
Reasons to shortlist
- Broad named AI-engine coverage across chat and answer surfaces.
- Public Starter and Pro prices with prompt, brand, URL-check, and competitor limits.
- Mention trends, response context, citation-source, competitor, and AI-readiness workflows.
- Public terms and privacy pages provide starting procurement boundaries.
Reasons to pause
- No product-specific rating or meaningful customer-review sample was found.
- Exact model versions, sampling methodology, locales, retention, exports, API, and white-label rights are not fully specified.
- No checked source proves citation accuracy, traffic, conversions, or revenue lift.
- The product's scores and recommendations remain vendor-described workflows rather than independently validated measurements.
Temso and LLMrefs provide category or identity context; no checked source provides a product-specific rating sample, controlled benchmark, hands-on test, or efficacy study.
05 / Choose by the job
Alternatives to consider
Editorial fit comparisons—not performance rankings or claims that one option always wins.
Profound ↗
Profound · enterprise AI-search measurement · better fit for larger reporting programs
PromptWatch ↗
PromptWatch · prompt monitoring and source analysis · better fit for a source-analysis-led workflow
06 / What we can substantiate
Reviews & evidence
No checked source exposed a meaningful product-specific rating or customer-review sample. Temso and LLMrefs provide category and identity context, not product validation. Their inclusion does not establish satisfaction, accuracy, repeatability, citation lift, traffic, or revenue outcomes.
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 |
|---|---|---|
| Riff Analytics homepage ↗ | Official product page | |
| Riff Analytics pricing ↗ | Official pricing page | |
| Riff Analytics terms of service ↗ | Official legal/product boundary page | |
| Riff Analytics privacy policy ↗ | Official privacy/data-processing page | |
| Temso AI-visibility directory ↗ | Vendor-authored category directory; not product validation | |
| LLMrefs AI SEO tools list ↗ | Category/editorial directory context; not product validation |
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
| Source | Public signal | What it supports | Confidence |
|---|---|---|---|
| Official homepage | AI visibility, answer share, citation gaps, competitor context, and named AI engines | Vendor-stated product scope | High for displayed claims; not independent |
| Official pricing | Starter/$49 and Pro/$149 monthly prices; brand, prompt, URL-check, and competitor limits | Published commercial boundary | High for displayed terms |
| Official terms | Monthly/annual billing and refund/liability boundaries | Contractual boundary | Medium; vendor-controlled |
| Official privacy | Data collection, monitoring data, service providers, retention, and rights sections | Procurement questions and stated data policy | Medium; vendor-controlled |
| Temso directory | Riff Analytics appears in a broader AI-visibility inventory | Category and identity cross-check | Low-to-medium; not validation |
| LLMrefs directory | Riff Analytics appears in a broader AI-search inventory | Category and identity cross-check | Low-to-medium; not validation |
No checked source provides a product-specific rating, controlled test, citation-accuracy study, repeatability evidence, or business-outcome validation.
Research notes & unresolved discrepancies
- Official homepage, pricing, terms, and privacy pages checked 2026-10-26.
- Temso and LLMrefs were used as category context; directory inclusion is not a quality rating or hands-on test.
- No product-specific independent review sample, controlled benchmark, or efficacy study was found.
- Exact model versions, sampling methodology, retention, exports, API/MCP, white-label rights, and regional coverage remain buyer-verification questions.
- Starter has a 7-day trial; the pricing FAQ says Pro does not. Annual billing is described as 10% cheaper and exact annual totals should be confirmed.
- No checked source proves citation accuracy, complete coverage, rankings, traffic, conversions, or revenue lift.
Layout migration: October 4, 2026. The original MDX research is retained in the repository; this reorganization does not refresh its factual verification dates.