AI visibility tools, head to head
BrandLight vs Peec AI
Pricing, features and differences, researched August 2026.
BrandLight and Peec AI both help teams track how AI search tools present their brands. Buyers often compare them when they need to measure visibility in ChatGPT, Google AI, Perplexity, Gemini, and similar tools, then decide where to focus their work. The main differences come down to target customer, platform scope, data depth, and workflow. BrandLight focuses on enterprise AI visibility needs, with attribution, AI ads, and agentic commerce tools alongside its query and source analysis. Peec AI centers on AI search analytics, pairing brand mentions with source citations, sentiment, answer position, and competitor share of voice to surface prioritized actions. The right fit depends on whether your team needs a broader enterprise platform for AI-driven discovery or a focused view of brand performance across AI search answers.
At a glance
BrandLight
Pick it if a demo-led purchase suits you, since the price, the prompt volume and the full engine list are all unpublished.
- Entry price
- Not published - demo only
- Tracked prompts
- Not published - custom
- Free trial
- None - paid pilot reported
Peec AI
Pick it if monitoring is the whole job and you want agency seats, though any one plan covers 3 of its 11 engines.
- Entry price
- $95/mo
- Tracked prompts
- 50–350
- Free trial
- 7 days
Hi, MooseOur AEO tool
Pick it if you want the fix shipped rather than scored: an agent that publishes the change, audio repurposing no other tool here offers at any price, and a built-in model so the AI can cost you nothing.
- Entry price
- $39/mo BYOK; $79/mo AI included
- Tracked prompts
- No hard limit on any plan
- Free trial
- n/a - free plan, no expiry
The row SEOs read first
Founders have SEO backgrounds?
A tool built by people who have done the work makes different choices.
Full comparison
202 rows across 20 categories. Values are quoted as published; where a vendor does not publish a number, the cell says so.
| Feature | BrandLight | Peec AI | Hi, Moose Our AEO tool |
|---|---|---|---|
| Pricing & cost model | |||
| Free plan available | No | No | Yes - free forever, no card |
| Free daily visibility runs, no cap | No | No | Yes - local runs unlimited on every plan |
| Engines free to run daily | 0 | 0 | 5 |
| Entry paid price | Not published - demo only | $95/mo | $39/mo BYOK; $79/mo AI included |
| Annual billing discount | Not published | Yes (~15%) | Yes - BYOK 2 months free; managed plans ~10% |
| Pricing model | Custom contract, per module | Per prompt (brands) / credits (agency) | Flat plan with monthly AI credit balance, or BYOK |
| Bring your own API key | No | No | Yes - OpenRouter |
| Can run with $0 AI cost to vendor | No | No | Yes |
| Usage metered in one transparent unit | No | Yes - credit = 1 prompt × 1 model × 1 day | Yes - AI credits, published rate card |
| In-app usage dashboard | Not published | Partial - credit allocation per project | Yes - % used, reset date, pace warning |
| Agency / reseller tier | Partner program, not a tier | Yes | Yes - $149 BYOK Agency; $449+ AI included |
| Affiliate program | No | Yes - Refer & Earn, up to $1,000 | Yes |
| Annual contract required | Not published - enterprise terms | No | No |
| Free trial length | None - paid pilot reported | 7 days | n/a - free plan, no expiry |
| Paid plans pricing range | Not published | $95–$795/mo + custom | $39–$1,999/mo |
| Deployment, privacy & data ownership | |||
| Native desktop app | No | No | Yes - Windows and macOS |
| Browser-based app | Yes | Yes | No |
| Local-first data storage | No - cloud SaaS | No - cloud SaaS | Yes - local database on the device |
| Works offline | No | No | Partial - local models and stored data; engine checks need the web |
| On-device AI Inference | No | No | Yes |
| Local model sizes offered | 0 | 0 | 3 |
| Data export on cancellation | Not published | CSV export anytime | CSV, PDF, DOCX exports plus full local backup |
| SOC 2 certification | SOC 2 Type II | Pursuing, not certified | Pending |
| ISO certification | Not published - GDPR stated | Not published | No |
| Local backup and restore | No | No | Yes - export and import a backup file |
| Visibility & prompt tracking | |||
| Engines tracked | 6 named; full list not published | 11 available, 3 per plan | 10; 5 of them also collected locally |
| Real consumer-surface capture | Not published | Yes - cloud UI scraping | Yes - 5 engines read from the device, no API |
| ChatGPT | Yes | Yes | Yes |
| Claude | Yes | Enterprise only | Yes |
| Gemini | Yes | Yes | Yes |
| Google AI Mode | Not published | Yes | Yes |
| Google AI Overviews | Yes | Yes | Yes |
| Grok | Yes | Paid add-on | Yes |
| Bing Copilot | Yes | Yes | Yes |
| DeepSeek | No | Enterprise only | Yes |
| Meta AI | No | No | Yes |
| Tracked prompts included | Not published - custom | 50–350 | No hard limit on any plan |
| Samples per prompt configurable | Not published | No - 1 run/day | Yes |
| Run cadence options | Not published | Daily; weekly on top tiers | Multiple times a day, weekly, monthly, and on-demand |
| On-demand run now | Not published | No | Yes |
| Instant one-off check | No | No | Yes |
| Prompt manager | Yes - vendor-assisted setup | Yes | Yes |
| Branded vs non-branded classification | Yes | Yes - automatic | Yes |
| Prompt categories and topics | Yes - topics, personas, regions | Yes - topics + tags | Yes |
| Per-prompt model selection | Not published | No - set per project | Yes |
| Brand name variant support | Yes - brands and sub-brands | Yes - aliases + regex | Yes - secondary brand terms |
| Brand multi-domain support | Yes - uncapped | Yes | Yes - secondary owned domains |
| Suggested prompts from Google Search Console | No | No | Yes - real GSC questions |
| Suggested prompts from competitor gaps | Partial - topic suggestions | No - from brand profile + search volume | Yes |
| Perplexity | Yes | Yes | Yes |
| Scoring & analysis | |||
| Mention detection | Yes | Yes | Yes |
| Citation detection | Yes - domain and page level | Yes - sources and citations tracked separately | Yes - domain and page level |
| Sentiment scoring | Yes | Yes - 0–100 | Yes |
| Average position / rank | Yes | Yes | Yes |
| Share of Voice | Yes | Yes | Yes |
| Share of Mentions | Yes - 0–100 visibility score | Yes - "Visibility" | Yes |
| Share of Citations | Partial - source influence share | Yes | Yes |
| Narrative drift detection | Partial - sentiment and bias score | Partial - Brand Perception attributes | Yes - scored against a brand truth profile |
| Feature-parity / accuracy scoring | No - no ground-truth check | Partial - AI Shopping attributes only | Yes |
| Untracked brand extraction | Partial - competitor ranking tables | Yes | Yes - with sentiment and average rank |
| Cited source categorization | Yes - media, social, review, partner | Yes - 5 types + custom | Yes - 8 source types |
| Topic-level breakdown | Yes | Yes | Yes |
| Engine-level breakdown | Yes | Yes | Yes |
| Competitor tracking | Yes | Yes | Yes - or promote any brand seen in results |
| Competitors included | Not published | Uncapped | 15 |
| Visibility gap analysis | Yes - category coverage map | Yes - Gap Score | Yes |
| ChatGPT fan-out capture | Not published | Yes | Yes |
| AI Mode grounding queries capture | No | No - fanouts on ChatGPT, Perplexity, Copilot | Yes - the live grounding searches |
| Bing Index probe | No | No | Yes |
| AI crawler access check | Yes - robots plus server logs | Yes - 40+ bots | Yes - retrieval, live fetch and training |
| Reporting & exports | |||
| Executive dashboard | Yes - cross-brand and region | Yes | Yes |
| AI-written narrative summary | Partial - priority insight cards | Partial - Brand Perception summary | Yes |
| Data export | Not published | Yes - CSV, Data Studio, API | Yes - CSV |
| Branded PDF report | No | No | Yes |
| Scheduled email reports | Not published | No | Yes - paid, per-user opt-in |
| Action log with export | No | Chat archive CSV only | Yes - CSV on paid managed plans |
| Historical data retention | Not published | Not published | No cap - stored on device,. Paid plans offer 400 day backup on-cloud; audio analytics 180–365 days |
| Taking action (the AEO loop) | |||
| Covers full loop: track → fix → verify → deploy | No - no fix or deploy step | No - track + recommend only | Yes |
| Page-level AEO audit | No - site-level health score | No | Yes |
| Scored categories | 0 per page; 4 site-level issue types | 0 | 9 |
| Retrieval-readiness scoring | No | No | Yes - deterministic dense retrieval |
| Evidence tiers on recommendations | No - priority ranking only | No - 1–3 opportunity score | Yes - proven, directional, best-practice |
| Element-level rewrite suggestions | No - structure and tone scoring | No | Yes - element, character budget, before and after |
| Second-model QA pass | No | No | Yes - pass, revised or needs human review |
| Static crawler-view snapshot | No | No | Yes - full-page screenshot, JavaScript off |
| Audit input sources | Site crawl and server logs | n/a | Live URL, pasted text, file, WordPress, Webflow, Grav |
| Baseline vs verification re-runs | Partial - issues-over-time chart | Partial - Actions "Impact" view | Yes - compares against the baseline |
| Recommendation status tracking | Not published | Partial | Yes - planned, staged, completed |
| Visibility data sets page priority | Yes | Yes - Relative Opportunity Score | Yes - defend, recover, convert, earn |
| Search Console sets page priority | No | No | Yes - protect, balanced or expand |
| Branded audit PDF | n/a - no AI page audit | No | Yes |
| CMS integration & publishing | |||
| WordPress | No | Log plugin only, no publishing | Yes - official plugin, production and staging |
| Webflow | No | No | Yes - OAuth MCP, pages and collection items |
| Framer | No | No | On roadmap |
| Grav | No | No | Yes - official plugin |
| Shopify | No - retailer listings read only | Catalog import only | On roadmap |
| Surgical element-level edits to live page | No | No | Yes |
| Preview before applying | No | No | Yes |
| Staging environment support | No | No | Yes - WordPress, with promote to production |
| One-click rollback | No | No | Yes - WordPress |
| Patch history per site | No | No | Yes - WordPress |
| Visual placement picker | No | No | Yes - pick the spot on the rendered page |
| Push Schema JSON-LD into page | No | No | Yes - FAQPage schema |
| Publish approval gate | n/a - never publishes | n/a - never publishes | Yes - always, including scheduled runs |
| Agentic capability | |||
| Truly agentic (agent chooses its own steps) | No | No | Yes - plans and executes against the live web |
| Fixed-workflow automation only | No workflow builder either | No automation either | No - workflows exist alongside the agent |
| Agents can run on local model at zero cost | No | No | Yes |
| Multi-agent panel | No | No | Yes - two extra agents, paid plans |
| Live browser view | No | No | Yes |
| Take control mid-run | No | No | Yes |
| Steer agent while running | No | No | Yes - talk to any agent mid-job |
| Background execution | No | No | Yes - with notify on completion |
| Approval gate before real-world actions | n/a - takes no actions | MCP writes only | Yes |
| Long-running deep work jobs | No | No | Yes |
| Scheduled agent jobs | No | No | Yes - daily, weekdays, weekly, monthly |
| Agent produces saved artifacts | No | No | Yes - briefs, drafts, FAQs, audits |
| Evidence capture | Partial - stored AI answers | No | Yes - screenshots and captured proof |
| Searchable job history | No | No | Yes |
| Chat & assistant | |||
| Agentic chat with mid-answer tool calls | No | Partial - in-app data agent + MCP | Yes |
| Model picker per conversation | No | No | Yes |
| LLM models available | n/a | n/a | 27 hosted + 3 local; any model on BYOK |
| Chat memory across conversations | No | No | Yes - semantic search over past chats |
| Live web search | No | No | Yes |
| Fetch and read URLs | Partial - crawls your own domains | Cited source URLs only, via MCP | Yes |
| Semantic search over your own site | No | No | Yes - on-device index |
| Topic coverage check | Partial - category coverage map | No | Yes - covered, partial or not covered |
| File attachments | No | No | Yes - txt, md, doc, docx, pdf, images |
| In-app screenshot capture | No | No | Yes - screen or window, with crop |
| Custom specialists with own tool access | No | No | Yes - plus 6 presets |
| Image generation | No | No | Yes |
| Content generation | |||
| Research-backed briefs | Partial - topic and structure guidance | No | Yes |
| Live SERP / PAA research | No | No - fanout queries only | Yes - plus related searches and AI search snapshots |
| Full draft generation | Not published - direction, not drafts | No | Yes |
| Brand voice grounding | No | No | Yes |
| Brand truth profile | Partial - brand facts and bias score | Partial - Brand Profile | Yes |
| Internal linking placement | No | No | Yes |
| Featured image generation | No | No | Yes |
| FAQ generation with schema export | No | No | Yes - HTML and JSON-LD |
| Key points extraction | No | No | Yes - pushable into the live pag |
| AI-tell removal pass | No | No | Yes - paid, toggleable |
| Artifact library | No | No | Yes |
| Export formats | Not published | CSV | Markdown, HTML, DOCX, PDF, TXT |
| Revise artifacts in place | No | No | Yes |
| Deploy directly to CMS | No | No | Yes |
| Content repurposing / audio | |||
| Turn any page into audio | No | No | Yes - URL, pasted text or file |
| Two-voice conversation format | No | No | Yes |
| Voices | 0 | 0 | 30 |
| Languages | 0 | 0 | 24 |
| Length options | n/a | n/a | Short, standard, deep dive |
| Embeddable audio player | No | No | Yes |
| Player theming and layout | No | No | Yes - theme, layout, accent, title, transcript |
| White-label audio attribution | No | No | Yes - agency plans |
| Attribution backlink to agency | No | No | Yes - real link in page HTML |
| Listening analytics | No | No | Yes - plays, completion, listen time |
| BYOK audio generation | No | No | Yes |
| Site crawl & monitoring | |||
| Automatic site discovery | Yes - multi-domain | No | Yes |
| Scheduled full-site crawl | Yes - plus AI bot logs | No - reads AI bot logs, not your site | Yes - weekly or on demand |
| Monitored page management | Partial - domain level | No | Yes |
| Batched change digests | No | No | Yes |
| On-device semantic index | No | No | Yes |
| Page freshness tracking | Partial - crawl frequency | No | Yes |
| Entity & knowledge graph | |||
| Site-wide entity graph | No | No | Yes |
| Inferred relationships | No | No | Yes |
| Salience scoring | No | No | Yes |
| Graph readable by AI agent | No | No | Yes |
| Graph export | No | No | Yes - CSV and PDF |
| Automation & workflows | |||
| Visibility-threshold triggers | Not published | No | Yes - mentions or citations, all or one topic |
| Pre-built recovery recipe | No | No | Yes - detect, locate, audit, stage a fix |
| Conditional branching | No | No | Partial - branches on whether a matching page exists |
| Scheduled content cadence | No | No | Yes - daily to monthly |
| Workflow reports | No | MCP slash-commands only | Yes - posted to the inbox |
| Alerts & inbox | |||
| Unified project inbox | Partial - recommendations panel | No | Yes |
| Native OS notifications | No | No | Yes - Windows and macOS |
| Customized notifications with severity thresholds | Partial - priority labels only | No | Yes - per project |
| Email digest | Not published | No - product newsletter only | Yes |
| Teams & workspaces | |||
| Seats included | Not published | Unlimited | Unlimited on paid managed; 10 BYOK Premium, 25 BYOK Agency |
| Cost per additional seat | Not published | $0 | $0 on paid managed plans, +$7 per seat for BYOK plans |
| Shared allowance across team | n/a - no metered allowance | Yes - shared prompt/credit pool | Yes |
| Per-member usage visibility | Not published | No | Yes |
| Multi-project workspaces | Yes - brands and regions | Yes | Yes |
| Projects included | Custom | 1–5 brands; 3–25 agency | 1 free, 3–10 managed, 25–unlimited agency; +$10 each |
| Archive and restore projects | Not published | Prompts only | Yes |
| Per-project API keys | Not published | No - company-level, Enterprise | Yes - rotatable |
| SSO / SAML | Not published | Enterprise only | Roadmap |
| Agency & white-label | |||
| White-label PDF reports | No | No | Yes - visibility report and audit |
| Custom logo, color and link | No | No | Yes |
| White-label audio player | No | No | Yes - custom attribution text and link |
| Client-facing backlink | No | No | Yes |
| Dedicated agency tier | No - co-sell partner program | Yes - 4 tiers | Yes - four tiers |
| Client sub-accounts | Partial - multi-brand workspaces | Yes - client seats + pitch projects | No - clients are projects, no client logins |
| Integrations | |||
| Google Search Console | Not published | No | Yes - OAuth, credentials stay on device |
| Google Analytics | Not published | Yes - AI Referrals | Roadmap |
| MCP connector support | No | Yes | Partial - Webflow connects over MCP |
| Public API | Not published | Enterprise only | No - project keys for own plugins only |
| Slack | No | No - community only | No |
| Zapier | No | No | No |
| Custom connection support | Partial - server log ingestion | Generic log webhook | Yes - request a connection, paid plans |
| Platform & support | |||
| UI languages | 1 (English); tracks many | 1 (English) | 6 |
| Troubleshooting and recovery tools | No | No | Yes |
| In-app help agent | No | Yes | Yes |
| Done-for-you service available | Yes - assigned AI strategist | No - partner agency directory | Yes |
| Team | |||
| Founders have SEO backgrounds | No. Founder Imri Marcus, is a serial entrepreneur with prior exits in media and AI. | No. Marius Meiners, Daniel Drabo and Tobias Siwonia, who met in Antler's Berlin accelerator cohort; Meiners came from PwC's venture deals team rather than search. | Yes. Founder Sam Morris has 15+ years in SEO and software engineering. |
Which one to pick
BrandLight suits Fortune 500 teams that need an enterprise platform, SOC 2 Type II certification, and vendor-assisted support. Peec AI suits teams that want a browser-based tracker with unlimited seats, client sub-accounts, and CSV, Data Studio, or enterprise API access. Both focus mainly on measuring AI search visibility and recommending next steps.
Hi, Moose fits small and mid-sized businesses, independents, and agencies that need to track, fix, verify, and publish work in one tool. Its free plan has no card requirement, includes unlimited local daily visibility runs, and lets users run five engines daily. Paid plans start at $39 per month on BYOK or $79 per month with AI included, compared with Peec AI’s $95 monthly entry price. Teams can also use an OpenRouter key or run local models, which can reduce vendor AI costs to $0.
The desktop model asks teams to work in a Windows or macOS app rather than a browser. In return, Hi, Moose stores data locally, offers on-device AI inference, and lets users export a full local backup. It tracks 10 engines, supports on-demand and multiple-daily runs, captures Google AI Mode grounding queries, and suggests prompts from Google Search Console questions and competitor gaps.
The main difference comes after tracking. Hi, Moose runs page-level AEO audits across nine scored categories, shows element-level rewrite suggestions with before-and-after changes, and compares verification runs against a baseline. It can then stage approved edits in WordPress, including staging support, rollback, patch history, and an approval gate before publication. It also supports Webflow and Grav, while BrandLight and Peec AI do not publish page changes.
For teams that only need cloud-based visibility reporting, Peec AI or BrandLight may be enough. For buyers who want transparent pricing, local control, broad engine tracking, and a path from a visibility issue to an approved fix, Hi, Moose covers more of the work without requiring an enterprise contract.
Sources and research date
Researched August 2026
Every value comes from vendor pricing pages, public docs or a live account. Where a vendor does not publish a number, the cell says not published instead of an estimate. Plans change often. If a row is wrong, tell us and we will date the correction.
Checked for this pair