Mentlio integrates with Slack, Microsoft Teams, GitHub, Claude, OpenAI, Cursor, Linear, and Jira.
Source-reported As recorded 2026-10-06
Browser storage is unavailable. Keep this page open and export your collection before leaving.
Developer tools
Mentlio
Overview
Mentlio an applied research lab focused on optimizing AI ROI for the modern enterprise. We help engineering teams draw a line between their AI spend and delivery, per engineer. We then cut ~30% of AI spend via Mentlio's custom ML-based intelligent routing, context optimization, and prompt compression.
Company description As recorded 2026-11-08
Product & workflow
Founders & team
Previously Adjoint
Company history As recorded 2026-11-08
Ashank Shah
Founder/CEOBuilding Mentlio | Prev. CS @ Caltech | Researched generative and graph-based DL for biomedical problems @ Dartmouth Health.
Founder profile As recorded 2026-09-15
Ahmet Demirbas
Founder/CTOTokenmaxxing → ROImaxxing | Prev CS @ Caltech | 5x Published ML, NLP, Agents Research @ IEEE, ACM, BMC
Founder profile As recorded 2026-09-15
Founded 2026 · Source
News & product activity
Cohort membership
Summer 2026Summer 2026
Original evidence ↗Sources & observations
Profile depthenriched profile
Website observationwebsite reachable
Last website check2026-11-11
Location · source statedSan Francisco, CA, USA
Pricing evidenceNo pricing page confirmed
Maturity: Not assessed · 3 of 6 areas documented
Source-based assessment · automated evidence rules
The source reports an inactive or acquired company; current product identity needs review.
Maturity is an evidence-based assessment, not a success rating. It may understate the current stage where evidence is limited. Coverage records documented areas, not a complete or independently audited company history.
- Product overviewSource description Checked 2026-11-11
- Product visualsNot documented
- Founders & originsTeam information
- Business model & pricingNot documented
- Funding & ownershipNot documented
- Dated milestonesDated source activity: 2026 Q3 (quarter only)
independent websitesource corroborationreachable websitedescriptive evidenceclassified market and modelsourced peoplesourced founding yeardocumentation observed
Similar businesses
Armature helps your product get picked by coding agents such as Claude Code, Codex and Cursor. Then it shows you what users do with your product through AI, and runs evals so it keeps working.
Pricing · Product
- Founded
- 2026
- Team
- 3 people
Same product type · Analytics
AtlasGrid automatically builds a visual graph of your mobile app UI and displays analytics directly on your screens. Additionally, our fleet of AI-powered agents will continuously analyze thousands of mobile apps, gathering design…
Founders · Product
- Founded
- 2025
- Team
- 6 people
Same product type · Analytics
Bilanc analyses every pull request with AI to measure engineering productivity, track AI tool ROI, and surface bottlenecks.
Customers · Product
- Founded
- 2023
- Team
- 3 people
Same product type · Analytics
End-to-end voice testing and voice observability platform. Run pre-production simulations across diverse personas and monitor production conversations to test instruction-following, tool calls, and conversational quality.
Founders · Pricing · Product · How it works
- Founded
- 2024
- Team
- 15 people
Same product type · Analytics
Understand your codebase at a glance with intelligent code visualization
Product
- Founded
- 2024
- Team
- 2 people
Same product type · Analytics
An AI that watches every session, catches what your dashboards miss, and acts on it — opening PRs and reaching the users affected.
Pricing
- Founded
- 2025
- Team
- 3 people
Same product type · Analytics