Roadmap

What we're working on and what's coming next.

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Request a FeatureView Project Board71 open items· Updated Mar 20, 2026

Core Platform

51

Core visibility tracking, dashboards, and analytics

add sentry / otel tracing
#69
2
better auto-categorization of citation domains
#115
1
add license checker for compliance
#85
1
generate "top action items" for users to see what they should improve
#73
1
Auto-tag prompts by product
#28
1
Show rough volume estimates (and caveats)
#26
1
Email update summaries
#25
1
Citation sentiment tracking
#15
1
show suggested questions that can be answered by elmo
#123
detect themes within citation pages
#122
show citation domain breakdowns by category
#120
reddit-style breakdowns for forum posts
#119
explain brand visibility number
#118
show which prompts have competitor citations but not brand citations
#117
a 404 within a brand subdirectory should still show the sidebar if the user has access to the brand
#112
migrate from drizzle to kysely
#109
exporting a png of a chart should show the deployment info and be better formatted (no borders/corners)
#108
add integration tests for editing settings
#107
better text extraction error handling
#106
move from shadcn radix -> base
#104
replace TagsInput with shadcn Combobox with 'multiple' and 'ComboboxChips'
#103
show on prompt details page when the next run is scheduled for a specific prompt
#101
system tags are brittle
#100
add configurable and default limits for number of prompts per brand
#97
clean up biome checks and enable in ci
#89
past ~300 active prompts for a single brand, filtered-visibility api might fail due to URL_TOO_LONG on Vercel
#68
add stats computation integration tests
#65
add ui stability tests
#64
improve ordering of prompts
#60
allow variants of brand name in order to compute automatic "branded" label better + compute visibility better
#51
add data retention limits
#50
default lookback should depend on previously selected + how much data is available
#49
crawler log tracking
#45
chatgpt shopping tracking
#44
Separate slugs, external ids, and internal ids
#39
Auto detect content gaps that you need to write content for
#36
Autoscrape emails or contact pages for contacting the maintainers of citing websites
#33
Auto tag by intent
#32
Explicitly call out refusals
#30
Auto detect products and traits over time
#27
Auto detect additional competitors
#23
Stable production api
#22
Better onboarding
#21
Prompt response aggregation and search
#20
Configure to use scraping, open router, dataforseo, OpenAI, anthropic, and perplexity directly
#17
Citation site page content collection
#14
location-based prompts
#13
brand sentiment tracking (in prompts)
#11
show competitor icons
#10
high level brand sentiment tracking
#6
ensure mentions don't include responses like "couldn't find <brand>"
#5

Open Source

3

Developer experience and community tooling

Extensions

10

Integrations, plugins, and extended functionality

Admin

4

Administration panel and multi-tenant management

White Label

2

White-label deployment and branding customization

Cloud

1

Managed cloud hosting and infrastructure

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