Taxonomy fit
Support operations
Compare tools against ticket categories, escalation rules, CRM fields, and the review load your support leads can actually carry.
Classification qualityCRM handoffHuman approval
AI tool choice, without the afternoon tax
Know the AI tool before you burn the afternoon.
Aukaat turns a messy task into a ranked AI-tool shortlist, with clear limits, cost tradeoffs, and the checks to run before you pay.
Built for task-fit decisionsTeam guardrails ready
Fit report v0.8
Task profile
“Find an AI tool for turning sales calls into CRM notes and follow-up emails.”
CRM exportPII riskTeam rollout$50/user cap
01
Claude
Research brief
Strong synthesis, long context
92
02
Perplexity
SEO refresh
Fresh sources, citation flow
88
03
ChatGPT
Sales ops cleanup
Good reasoning, check exports
81
04
Runway
Video explainer
Strong output, cost sensitive
76
21k+
AI tools competing for attention
Current public directory scale
60%
say tool setup can take longer than the task
WalkMe workplace AI survey
78%
report using unapproved AI tools at work
Shadow AI adoption signal
300
team hours/week recoverable in a 100-person org
At 3 hours saved per person
The problem is no longer finding AI tools.
The problem is knowing what is worth trying, what breaks on your real workflow, and what becomes a subscription you regret two weeks later.
Product
A decision layer for the AI tool market.
Aukaat is designed to compress the research loop: task intake, capability boundaries, cost/risk comparison, and a practical test plan.
Task parser
What has to be true?
Output
CSV + CRM notes
Data
Customer calls
Budget
Under $500/mo
Review
Human approval needed
01 / Task first
Start with the job, not the category.
“Marketing automation” or “AI agent” is too broad. Aukaat captures the actual output, data sensitivity, budget, integrations, review burden, and team context before recommending anything.
Reliable
Summaries, drafts, extraction
Needs setup
CRM fields, brand voice, approval flows
Likely failure
Legal claims, unverified metrics
Human check
PII, pricing terms, factual assertions
02 / Boundaries
See what each tool will not do well.
The useful answer is not a star rating. It is where the tool is reliable, where it needs setup, where it is likely to fail, and where a human needs to review the output.
ToolTrialExportRisk
ChatGPT TeamGoodManualMedium
ClaudeGoodManualMedium
FirefliesFastCRMPII
Notion AIEasyNativeLow
Suggested trial: test export + data policy before buying seats.
03 / Trial plan
Compare cost, risk, and time-to-value.
Before a team buys seats, Aukaat should make the hidden questions visible: pricing cliffs, export limits, data exposure, workflow fit, and what to test in the first 30 minutes.
How it works
From vague need to confident shortlist.
Aukaat turns a task description into a structured evaluation: what matters, which tools fit, where they break, and what to test before buying.
Describe the task
Tell Aukaat the output, constraints, tools already in use, data sensitivity, and success criteria.
Get ranked fit
See a shortlist with fit scores, strengths, weak spots, pricing friction, and setup load.
Run the trial
Use a focused test plan before spending hours onboarding or paying for the wrong tool.
Early access
Join the waitlist with a real task.
The strongest early users are people already comparing tools for research, support, marketing, sales, ops, product, hiring, or internal automation.
Task examples help us prioritize the first hands-on evaluation reports.Early access starts with concrete fit checks, not a generic tool list.
Evaluation map
Built around the decisions teams already face.
Aukaat focuses on the workflows where AI-tool choice creates real cost: team rollout, data risk, output quality, setup time, and subscription spend.
Seat-buying clarity
Sales workflows
Evaluate call-summary, follow-up, enrichment, and pipeline update tools before rolling a subscription across the team.
Export pathPricing cliffData policy
Approved-tool guardrails
Security review
Make data exposure, retention terms, vendor maturity, and unapproved tool risk visible before employees start pasting work into trials.
PII handlingSSO/SAMLAdmin controls
Output consistency
Marketing teams
Separate strong demo output from repeatable campaign, SEO, creative review, and brand-voice workflows.
Brand fitSource qualityReview time
Build-or-buy signal
Internal automation
Decide whether a task needs an off-the-shelf AI tool, a workflow automation, or an internal agent with stricter controls.
Integration depthSetup effortOwnership
Trial plan before spend
Procurement
Turn a vendor shortlist into a test plan with pass/fail checks, expected costs, and the exact risks to resolve before purchase.
Trial tasksRenewal riskTeam rollout
FAQ
The practical questions.
How Aukaat handles recommendations, team guardrails, pricing, privacy, and early access.
Building AI adoption for a team?
Share the workflow you are evaluating. Aukaat is being shaped around concrete tasks, not abstract AI enthusiasm.
hello@aukaat.net