Find AI solutions you can trust.
See what each tool’s AI really does, whether it trains on your data, which models it runs on and whether it plugs into your AI stack, all from the vendor’s own pages. Then compare on time-to-value, total cost and rollout effort.
- Facts from vendors’ own pages and Wikipedia
- “Not recorded” never means no
- AI app-builder check on every site
- Paid placements always labelled
The wizard is optional — browse all solutions without it.
Market at a glance
Aggregate signals from all 2059 solutions in the database — updated with every dossier.
Avg time-to-value
33 days
Contract signature → first production value
Median annual cost
$7k
Of 903 tools that publish a price · $50–$433k/yr
SOC 2 coverage
31%
of tools list SOC 2 on their security pages
Native Salesforce fit
7%
of tools ship a first-class connector
MCP-ready
15%
of tools connect to AI clients
Bring your own key
2%
of tools accept your model key
Ship AI
73%
of tools ship AI features
Never train on your data
74%
of the 242 AI tools that state a training policy
Implementation friction distribution
56% of tools are low-friction (≤ 2/5) · avg buyer score 4.2/5
Featured solutions
Highest Value-Position scores across the database.
CustomsCity
Streamline import processes with a customs brokerage and compliance platform for U.S. and Canada filings
- Time-to-Value
- Under 1 month
- Typical TCO
- On request
OwnerRez
Vacation rental management software for channel management, CRM, messaging, accounting and direct-booking websites.
- Time-to-Value
- ~2 weeks (14-day free trial)
- Typical TCO
- $2k/yr
AtoB
The fuel card 35,000+ fleets use to save up to $2/gallon — plus instant driver payments and fleet credit.
- Time-to-Value
- Days (5-minute online application)
- Typical TCO
- On request
beehiiv
All-in-one newsletter platform to publish, grow and monetize an owned audience
- Time-to-Value
- Same day on the free plan
- Typical TCO
- $517/yr
Bitwarden
Secure every login for people, agents, and machines with open source, end-to-end encrypted credential management.
- Time-to-Value
- Self-serve trial; 1–2 weeks to rollout
- Typical TCO
- $5k/yr
CareStack
All-in-one, cloud-based dental practice management software for single practices, groups and DSOs.
- Time-to-Value
- 1–2 months with guided onboarding
- Typical TCO
- $16k/yr
Just landed on the market
The newest entrants vs. the established players — see what changed.
Illumio
Breach containment platform that stops lateral movement across hybrid, multi-cloud and data center environments.
- Time-to-Value
- About 3 months (phased rollout)
- Typical TCO
- On request
Nory
The agentic AI restaurant operating system that forecasts demand, builds rotas, manages ordering and payroll, and keeps your P&L on track.
- Time-to-Value
- About 4 weeks
- Typical TCO
- On request
Warmly
AI revenue agents that de-anonymize website visitors and engage them across chat, email and ads.
- Time-to-Value
- Not published by vendor
- Typical TCO
- $20k/yr
Browse by ROI outcome
Categories are structured by primary business outcome, not generic software tags.
Browse by industry
A construction firm and a restaurant group don’t buy the same way — each vertical re-scores the database through a sector lens.
Construction
Win bids, run sites, keep projects on margin.
Education
Fewer admin hours, more learning hours.
Fintech & Financial Services
Move money fast without moving risk.
Government & GovCon
Win public contracts, run public services.
Healthcare
More patients, less paperwork.
Hospitality & Travel
Fill rooms, keep guests coming back.
Logistics & Field Services
Move more, dispatch faster, idle less.
Manufacturing
Ship on time, quote faster, cut scrap.
Professional Services
Bill hours faster, staff smarter.
Restaurants & Food Service
Thinner margins demand tighter control.
Retail & Commerce
Sell everywhere, stock nothing twice.
Decision helper: what’s the payback period?
Rough labor-savings math against the database median cost ($7k/yr) — a directional sanity check, not a quote.
At 25 people saving 2 h/week each at $55/h, that is $143k/yr in labor savings. A tool costing $7k/yr (the database median) pays back in under a month — net $136k in year one.
Every dossier is scored on four value metrics
Time-to-Value
Estimated days to go live, from each vendor's own onboarding and implementation pages — not demos.
Total Cost of Ownership
Full pricing transparency: implementation fees, seat tiers, and add-ons.
Implementation Friction
A 1–5 score of the engineering and administrative effort to get running.
Stack Fit Signal
Compatibility with Salesforce, AWS, Snowflake and HubSpot, and whether your AI tools can connect to it over MCP.
From the blog
Buyer’s guides and head-to-head comparisons, built from the same data.
Best CRM Software with an AI Assistant (2026)
Six CRM platforms that record AI assistant features are compared on typical annual cost, time-to-value and implementation effort, alongside what each vendor publishes about the AI models behind them.
This month's report measures how widely business software ships AI features, how many tools connect to a buyer's own AI assistants, and what vendors disclose about training, audit logs and certifications.
ClickTime and Toggl both track time, but they earn their keep differently: one turns hours into finance-grade labor cost data, the other into client billing and capacity plans.