Haystack

Gumshoe vs Otterly for brand tracking

Gumshoe and Otterly both track how your brand shows up in AI search, and they suit different teams. Gumshoe is the better pick if you want persona-segmented insight and pay-as-you-go pricing. Otterly is the better pick if you want the cheapest reliable ongoing monitor with a fixed monthly cost. Both share one limit worth knowing before you choose either: they tell you where you stand and stop there.

Zaki HasanUpdated June 12, 2026

Gumshoe, in short

Gumshoe is a Seattle startup founded by Patrick O'Donnell of Urbanspoon and MightyAI, which raised a $2M pre-seed in 2025. Its angle is persona-first. Instead of starting from a flat keyword list, it builds realistic buyer personas and runs each AI conversation as that persona across eleven models including ChatGPT, Claude, Gemini, Perplexity, Grok, and DeepSeek. You see visibility segmented by buyer type, which is useful when different audiences get different answers.

Pricing is consumption-based at roughly ten cents per conversation, with the first three reports free and no subscription. That makes it well suited to project-based and audit work. The flip side is that daily comprehensive tracking can climb past a thousand dollars a month for a single brand. Gumshoe also has no sentiment tracking and no traffic attribution, and its API is enterprise-only.

Otterly, in short

Otterly is the accessible end of the market. Fixed low monthly pricing, clean prompt-level monitoring across the main engines, built for solo marketers and small teams that want a dependable monitor without a per-report meter running. It does less than Gumshoe on segmentation, and it costs less and stays predictable.

Side by side

GumshoeOtterly
Best forPersona-segmented audits, project workCheap, steady ongoing monitoring
Pricing modelPay per conversationFixed monthly
StandoutBuyer-persona conversations across 11 modelsLow cost, simple, predictable
Watch outCosts spike at daily cadence, no sentiment or attributionLighter on segmentation and depth
Closes the gapNoNo

The thing both of them leave on the table

Both tools answer "where do I stand." Neither answers "how do I stand higher." When Gumshoe or Otterly shows you that an AI answer names competitors and cites a set of editorial sources while your brand is absent, the work of getting into those sources is entirely yours. The cause of every missing mention is a page you are not on, and a monitor does not put you on it.

That is the job Haystack does. It tracks your visibility like both of these, then shows the exact sources driving each competitor mention, drafts the pitches that would earn you a place in them, and proves when a placement produces a new AI citation. If you are weighing Gumshoe against Otterly because you want to fix your visibility, the honest answer is that neither one fixes it, and that is the reason to look at a tool built to close the loop.

Frequently asked questions

Is Gumshoe or Otterly better for AI brand tracking?
Gumshoe for persona-segmented insight and pay-as-you-go audits. Otterly for cheap, predictable ongoing monitoring. Both monitor only.
Which is cheaper, Gumshoe or Otterly?
Otterly's fixed monthly pricing is more predictable. Gumshoe's per-conversation model is cheaper for occasional audits but scales up fast at daily cadence.
What do Gumshoe and Otterly both miss?
Neither closes the visibility gap. They report where competitors win; they do not earn you placements in the sources that decide those answers. Haystack does.