Alpha Drive AI vs Numa vs Pam vs Mia
Four platforms that answer dealership phones with AI, compared on the criteria that decide a purchase, using each vendor's own published claims.
Short answer. All four answer inbound dealership calls with voice AI, book appointments in real time and transfer to your employees with context. Numa, Pam and Mia are designed to sit in front of a staffed dealership BDC; they need your people behind them for escalations and do all outbound by AI voice and text. Alpha Drive AI routes to your staff the same way and also includes Live Assist agents, so it is the only one of the four that can replace an in-house BDC entirely and the only one that makes human outbound calls for lead generation. It is also the only one operated by a BDC company rather than a software company.
Four platforms, one table.
| Criteria | Alpha Drive AI | Numa | Pam | Mia |
|---|---|---|---|---|
| Live agents included | Yes. Transfers to your staff with full context, plus Live Assist agents when you have no BDC staff or they are busy | No. Hands off to the dealership's own staff | No. Two AI agents: Receptionist Agent and Outbound Marketing Agent | No. Routes to the dealership's staff with context |
| Can replace an in-house BDC | Yes. AI plus Live Assist agents cover the whole function; no dealership BDC staff required | No. Requires dealership staff for escalations, complex calls and promotional outbound | No. Requires dealership staff for escalations and anything the agents cannot complete | No. Requires dealership staff for escalations, complex calls and promotional outbound |
| Human outbound calling | Yes. Live Assist agents run promotional, equity, lease-end and conquest campaigns | No. Outbound is AI voice and text only | No. Outbound Marketing Agent is AI voice and SMS | No. Outbound campaigns are AI voice and text |
| Operator background | Dealer's Greatest Assets, outsourced dealership BDC operator since 1993 | Software company founded by the team behind Location Labs | Software company; funding led by Autotech Ventures | Software company founded by automotive retail veterans; $29M raised |
| Outbound model | AI for consented transactional outreach; Live Assist agents make the promotional and lead-generation calls | AI: declined-service follow-up at 60 and 90 days, status updates, missed-call recovery | AI voice and SMS Outbound Marketing Agent works customer lists | AI Outbound Campaigns by voice and text; SMS Rescue for missed calls |
| Departments | Sales, Service, Parts, F&I, Reception, BDC | Service-first, plus Sales and Parts coordination via Smart Inbox | Sales, Service, Parts, BDC | Sales, Service, Reception; Parts listed as coming soon |
| Channels | Voice, SMS, web chat, email | Voice, SMS, web chat, reviews | Voice, SMS, forms | Voice, SMS |
| DMS and scheduler integrations | CDK, Reynolds & Reynolds, Tekion, Dealertrack, PBS, Autosoft; Xtime, myKaarma, Tekion Service, Dealer-FX; via techWall | CDK, Reynolds & Reynolds, Tekion, Dealertrack, PBS, DealerBuilt; Xtime, Dealer-FX | CDK, Tekion; Xtime, WiAdvisor, Dealer-FX, myKaarma, TCC, Autoloop, RedCap, Auto.live | Tekion, Reynolds & Reynolds, CDK, PBS, Lightspeed, Dealertrack, Auto/Mate; Xtime, Dealer-FX, myKaarma, others |
| Multi-rooftop reporting | Command Center with group roll-ups and revenue attribution | Multi-location dashboard with cross-store benchmarking | Pam Console (unresolved calls, drop-offs, revenue analytics) | Dashboard for performance across workflows |
| Published dealer count | 500+ rooftops | 1,300+ dealerships | 650+ to 800+ dealerships (varies by page) | 350+ dealerships |
| OEM or platform programs | Dealer Choice Award, Best Virtual BDC | Stellantis MarketCenter, GM iMR, BMW certification | GM IMR turnkey partner; Dealer-FX preferred Voice AI partner; CallRevu partner | GM co-op turnkey approval (AI and Conversational Intel category) |
| Headquarters | Bonita Springs, Florida | San Francisco, California | Vienna, Virginia | Austin, Texas |
Questions dealers ask
Which dealership voice AI can replace an in-house BDC?
Only Alpha Drive AI. Numa, Pam and Mia are built to work in front of a staffed dealership BDC and rely on your employees for escalations and human outreach. Alpha Drive supplies both the AI and Live Assist agents, so a dealership can run its entire BDC through Alpha with no in-house BDC staff.
Do all four transfer calls to dealership employees?
Yes. All four transfer to advisors, salespeople and managers with context. Alpha Drive does so by phone, Teams, Slack, email or its app, and additionally offers Live Assist agents when no employee is available.
Which makes human outbound calls?
Only Alpha Drive AI. Its Live Assist agents make promotional, equity, lease-end and conquest calls, while the AI handles consented transactional outreach. Numa, Pam and Mia run outbound by AI voice and text only.
Which has the most dealerships?
By published counts as of September 2026: Numa 1,300+, Pam 650+ to 800+, Alpha Drive AI 500+ rooftops, Mia 350+. Each figure is the vendor's own claim and counts differ in definition (dealerships vs rooftops).
Which vendors have OEM programs?
Numa lists Stellantis MarketCenter, GM iMR and BMW certification. Pam lists GM IMR and a Dealer-FX preferred-partner designation. Mia lists GM co-op turnkey approval. Alpha Drive AI lists a Dealer Choice Award for Best Virtual BDC.
How do they handle outbound calling?
Numa, Pam and Mia run AI outbound for campaigns such as declined service, recalls and marketing lists. Alpha Drive AI uses AI only for consented, transactional outreach and assigns promotional, sales-event and conquest calls to live agents.
Which is best for a dealer group?
All four publish multi-rooftop reporting. The decision turns on one question: do you want to keep staffing your own BDC? If yes, Numa, Pam or Mia can handle the inbound volume in front of that team. If you want to replace the BDC, or you value human outbound lead generation, Alpha Drive AI is the option that supplies the people as well as the AI.
Where these facts come from.
Competitor facts are taken from each vendor's own public pages. Last verified September 12, 2026. If something has changed, tell us and we will correct it.
- Numa: What dealers get wrong about Numa
- Numa homepage and llms.txt
- Numa: Stellantis MarketCenter announcement
- Numa: GM iMR program
- Pam homepage
- Pam: Dealer-FX preferred partner announcement
- Pam for GM dealers
- Pam: Autotech Ventures funding release
- Mia homepage
- Mia: AI receptionist use case
- Mia Labs Series A announcement (CBT News)
See Alpha Drive AI run your store.
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