DDI and IP address management for enterprise buyers
Asked as “DDI platform”, and as “IP address management tool”, on behalf of an enterprise B2B company. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
24%
Contested · BlueCat Integrity 15%
24Infoblox15BlueCat Integrity15Infoblox NIOS46others
24% of first choices, contested.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the four products at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
For buyers
Head to head
All twenty-eight head-to-head pages: the top eight products, each against each
BlueCat Micetro vs NetBoxBlueCat Micetro vs BlueCat IntegrityBlueCat Micetro vs EfficientIP SOLIDserverBlueCat Micetro vs MicetroSolarWinds IP Address Manager vs ManageEngine OpUtilsSolarWinds IP Address Manager vs phpIPAMSolarWinds IP Address Manager vs NetBoxSolarWinds IP Address Manager vs BlueCat IntegritySolarWinds IP Address Manager vs EfficientIP SOLIDserverSolarWinds IP Address Manager vs MicetroManageEngine OpUtils vs phpIPAMManageEngine OpUtils vs NetBoxManageEngine OpUtils vs BlueCat IntegrityManageEngine OpUtils vs EfficientIP SOLIDserverManageEngine OpUtils vs MicetrophpIPAM vs NetBoxphpIPAM vs BlueCat IntegrityphpIPAM vs EfficientIP SOLIDserverphpIPAM vs MicetroNetBox vs BlueCat IntegrityNetBox vs EfficientIP SOLIDserverNetBox vs MicetroBlueCat Integrity vs EfficientIP SOLIDserverBlueCat Integrity vs MicetroEfficientIP SOLIDserver vs Micetro
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05M06
07M08
09Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Infoblox24%
Infoblox24%02BlueCat Integrity15%
BlueCat Integrity15%03Infoblox NIOS15%
Infoblox NIOS15%04Infoblox Universal DDI13%
Infoblox Universal DDI13%05EfficientIP SOLIDserver4%
EfficientIP SOLIDserver4%06Micetro0%
07NetBox0%
NetBox0%08Men&Mice0%
09SolarWinds IP Address Manager0%
SolarWinds IP Address Manager0%What they warned about
Zero of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
SolarWinds IP Address Manager41%
9 of 22 labels negative · 7 of 14 models · 4 hard negative
“**scales poorly** beyond a few thousand IPs... Limited API; automation for large, heterogeneous environments is clunky.” MiniMax M2.5, negative prompt
BIND
100%
5 of 5 labels negative · 5 of 14 models · 5 hard negative
“DIY/Homegrown or Open-Source Solutions (e.g., pure BIND, ISC DHCP, spreadsheets, or basic Microsoft DNS/DHCP)... These don't scale reliably beyond mid-sized setups.” Grok 4.1 Fast, negative prompt
Infoblox16%
6 of 37 labels negative · 5 of 14 models
“**Caution** – both are market-leaders and can do the job, but many reviewers point to *high licensing costs, complex channel/partner ecosystems*” MiniMax M2.5, negative prompt
BlueCat Integrity8%
5 of 60 labels negative · 4 of 14 models
“**BlueCat Integrity** similarly uses quote-based pricing (~$14K+ to start) with appliance or virtual deployment requirements.” DeepSeek V4 Flash, budget prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
78 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 1203 links across 218 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · Infoblox43 answers · 96 citations · 12 models
vendor site · BlueCat Networks41 answers · 116 citations · 14 models
vendor site · FitGap38 answers · 52 citations · 11 models
31 answers · 40 citations · 11 models
31 answers · 32 citations · 10 models
vendor site · Domotz28 answers · 28 citations · 11 models
27 answers · 37 citations · 10 models
vendor site · EfficientIP23 answers · 40 citations · 11 models
23 answers · 35 citations · 11 models
vendor site · G223 answers · 30 citations · 9 models
20 answers · 35 citations · 10 models
20 answers · 30 citations · 9 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
36 answers · 11 models
28 answers · 11 models
26 answers · 10 models
20 answers · 11 models
19 answers · 11 models
19 answers · 9 models
18 answers · 12 models
17 answers · 9 models
14 answers · 8 models
14 answers · 9 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “ddi platform”, “ddi platforms”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|
| Infoblox infoblox.com Infoblox 24%, Infoblox NIOS 15%, Infoblox Universal DDI 13%, Infoblox IPAM 7% and 3 more | 63% | 114 | 9,900 | 440 | 32,766 | 11 | 3 |
| BlueCat Micetro bluecatnetworks.com BlueCat Integrity 15%, BlueCat Micetro 2%, BlueCat Integrity / Micetro 2% | 19% | 147 | 40 | 1 | 49,586 | 2 | 2 |
| EfficientIP SOLIDserver efficientip.com | 4% | 105 | 20 | 0 | 27,600 | 5 | 4 |
| BloxOne DDI | 4% | ||||||
| Infoblox DDI | 2% | ||||||
| BlueCat Networks Integrity | 2% | ||||||
| ClearSky DDI | 2% | ||||||
| Infoblox BloxOne / NIOS | 2% | ||||||
| Tidal LightMesh tidalcloud.com | 2% | 3 | |||||
| DNSFilter dnsfilter.com | 2% | 171 | 4,400 | 83 | 12,152 | 75 |
Google's top ten for the two searches hold 16 sites; 5 of them are among the sites the models cited here (bluecatnetworks.com, efficientip.com, gartner.com, infoblox.com, peerspot.com). The first result for “ddi platform” is techtarget.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best DDI platform for an enterprise B2B company?”Paraphrase“Which IP address management tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade DDI platforms and how do they differ?”Budget-constrained“What is the best DDI platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a DDI platform. What should we look at?”Negative“Which DDI platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5BlueCat Integrity, InfobloxInfoblox IPAMChangedInfobloxInfoblox Universal DDIno first choiceagainst: Akamai, Cisco Network Registrar, Microsoft Windows Server, Nokia VitalQIP
One alternative
EfficientIP SOLIDserverTwo alternatives
BlueCat Integrity, SolarWinds IP Address ManagerThree alternatives
BlueCat Integrity, EfficientIP SOLIDserver, Nokia VitalQIPTwo alternatives
DNSBOX, TCPWave DDIGPT-5.4 miniInfobloxInfoblox NIOSChangedagainst: BlueCat Integrity, EfficientIP SOLIDserverInfoblox NIOS / Universal DDIagainst: NS1 / IBM NS1 ConnectInfoblox’s Universal DDI / NIOS DDI platformno first choiceagainst: BlueCat Integrity, EfficientIP SOLIDserver
Three alternatives
BlueCat Integrity, Cisco Systems, EfficientIP SOLIDserverOne alternative
phpIPAMThree alternatives
BlueCat Integrity, BlueCat Micetro, EfficientIP SOLIDserverTwo alternatives
BlueCat Integrity, Men&MiceGemini 3.5 FlashBlueCat Integrity, InfobloxInfoblox BloxOne / NIOSChangedInfobloxBlueCat Micetroagainst: InfobloxInfobloxagainst: Cygna Labs (formerly Nokia/Lucent) VitalQIP, Gesti\u00f3IP, Infoblox, Microsoft AD DNS/DHCP, NetBox, SolarWinds IP Address Manager, phpIPAM
Three alternatives
BlueCat Micetro, EfficientIP SOLIDserver, NS1Three alternatives
BlueCat Integrity, EfficientIP SOLIDserver, NetBoxFour alternatives
BlueCat Integrity, Cygna Labs, EfficientIP SOLIDserver, TCPWaveTwo alternatives
BlueCat Integrity, EfficientIP SOLIDserverThree alternatives
BlueCat Integrity, EfficientIP SOLIDserver, MicetroPerplexity SonarInfoblox NIOSInfoblox IPAMChangedBlueCat Integrity, Infobloxagainst: Cisco DDI/Prime-era offeringsInfoblox NIOSno first choiceagainst: BIND, Microsoft DNS
Two alternatives
BlueCat Integrity, MicetroThree alternatives
BlueCat Integrity, EfficientIP SOLIDserver, NetBoxTwo alternatives
EfficientIP SOLIDserver, MicetroOne alternative
BlueCat IntegrityGrok 4.1 FastInfobloxInfoblox Universal DDIChangedagainst: Microsoft IPAM, SolarWinds IP Address ManagerInfobloxInfoblox Universal DDIagainst: DNSFilter, SolarWinds IP Address ManagerBlueCat Integrity, EfficientIP SOLIDserver, Infobloxagainst: BIND, FusionLayer, ISC DHCP, Infoblox NIOS, Men&Mice, Microsoft DNS/DHCP, SolarWinds IP Address Manager, TCPWave
Three alternatives
BlueCat Integrity, EfficientIP SOLIDserver, MicetroTwo alternatives
BlueCat IPAM, EfficientIP SOLIDserverTwo alternatives
BlueCat Integrity, EfficientIP SOLIDserverTwo alternatives
BlueCat Integrity, EfficientIP SOLIDserverTwo alternatives
Men&Mice, Nokia VitalQIPMistral SmallBlueCat IntegrityInfoblox IPAMChangedInfobloxBlueCat Networks Integrity, Infoblox Universal DDIno first choiceagainst: Cisco Systems, FusionLayer, Men&Mice, Microsoft DNS/DHCP, SolarWinds IP Address Manager
Four alternatives
BloxOne DDI, Infoblox DDI, Micetro, SOLIDserver DDITwo alternatives
BT Diamond IP Control, NetBoxThree alternatives
BlueCat Integrity, Cisco, EfficientIP SOLIDserverDeepSeek V4 FlashInfobloxInfoblox IPAMChangedInfobloxagainst: CiscoDNSFilteragainst: BlueCat Integrity, Infobloxno first choiceagainst: Alcatel-Lucent, Cisco Prime Network Registrar, EfficientIP SOLIDserver, FusionLayer, Homegrown / DIY Solutions, Men&Mice, Microsoft DNS/DHCP, SolarWinds IP Address Manager
Two alternatives
BlueCat Integrity, EfficientIP SOLIDserverTwo alternatives
BlueCat Integrity, SolarWinds IP Address ManagerFive alternatives
BT Diamond IP, BlueCat Integrity, EfficientIP SOLIDserver, Men&Mice, SolarWinds IP Address ManagerTwo alternatives
EfficientIP SOLIDserver, ManageEngine DDI CentralLlama 4 Maverickno first choiceTidal LightMeshChangedno first choiceno first choiceno first choicenothing named
Three alternatives
Device42, Infoblox IPAM, NetBoxQwen 3.7 FlashBlueCat Integrity, InfobloxInfobloxChangedagainst: SolarWinds IP Address ManagerInfobloxClearSky DDI, Infobloxno first choiceagainst: BlueCat Integrity, Cisco IRXpress/DDI, Infoblox, Nominum
One alternative
SOLIDserverTwo alternatives
BlueCat Integrity, NetBoxThree alternatives
BlueCat Integrity, Cisco Systems, EfficientIP SOLIDserverOne alternative
EfficientIP SOLIDserverKimi K2Infoblox NIOSBloxOne DDI, Infoblox NIOSChangedInfobloxEfficientIP SOLIDserveragainst: Infoblox Universal DDIno first choiceagainst: Cisco Prime Network Registraragainst: AWS Route 53, Azure DNS, BIND, EfficientIP SOLIDserver, GCP Cloud DNS, ISC DHCP, Infoblox, ManageEngine DDI Central, Trend Micro Deep Discovery Inspector, VitalQIP
Two alternatives
BlueCat Integrity / Micetro, EfficientIP SOLIDserverTwo alternatives
BlueCat Integrity, SolarWinds IP Address ManagerFour alternatives
BlueCat Integrity, EfficientIP SOLIDserver, ManageEngine DDI Central, SolarWinds IP Address ManagerOne alternative
BlueCat IntegrityGLM 4.7 FlashXInfoblox Universal DDIInfoblox NIOSChangedInfobloxBlueCat Integrityagainst: A10 Networks, Infoblox NIOS / BloxOneno first choiceagainst: BIND, ISC DHCP
Three alternatives
BlueCat Integrity, SolarWinds IP Address Manager, VMware NS1 DDITwo alternatives
ManageEngine OpUtils, SolarWinds IP Address ManagerThree alternatives
BlueCat Integrity, Cisco, MicrosoftOne alternative
SOLIDserverMiniMax M2.5BlueCat Integrity / Micetro, InfobloxInfoblox DDIChangedagainst: ManageEngine OpUtils, phpIPAMInfobloxno first choiceno first choiceagainst: BlueCat Integrity, Cisco Catalyst Center, Infoblox, Legacy BIND / ISC-DHCP / Kea, Men&Mice Micetro, Microsoft IPAM, PRTG IPAM, SolarWinds IP Address Manager, TCPWave
One alternative
MicetroThree alternatives
EfficientIP SOLIDserver, NetBox, SolarWinds IP Address ManagerThree alternatives
BlueCat Integrity, Cisco Prime Network Registrar, EfficientIP SOLIDserverGPT-6 LunaInfoblox NIOSInfobloxChangedBlueCat Integrity, Infoblox NIOS / Universal DDIInfoblox Universal DDIagainst: EfficientIP SOLIDserverno first choiceagainst: Cisco Prime Network Registrar, SolarWinds IP Address Manager, Windows Server IPAM
Two alternatives
BlueCat Integrity, EfficientIP SOLIDserverTwo alternatives
BlueCat Integrity, NetBoxThree alternatives
BlueCat Micetro, Cygna Labs IPControl, EfficientIP SOLIDserverOne alternative
BlueCat Integrity / MicetroMuse Glimmer 30BInfoblox NIOS / BloxOneInfobloxChangedInfobloxBlueCat Integrity, Infoblox Universal DDIBloxOne DDI, BlueCat Integrity, Infoblox NIOSagainst: BIND, Microsoft native DDI / Windows Server IPAM, NetBox, phpIPAM
Two alternatives
BlueCat Integrity, EfficientIP SOLIDserverTwo alternatives
BlueCat Integrity, MicetroFour alternatives
BlueCat Integrity, Cisco Catalyst Center, EfficientIP SOLIDserver, Men&MiceBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:30 | yes | 15 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:29 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:35 | yes | 15 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 01:55 | yes | 28 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:45 | yes | 25 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:33 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:31 | yes | 22 | 49 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:43 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:41 | yes | 5 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:36 | yes | 21 | 35 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:56 | yes | 22 | 59 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:27 | yes | 14 | 31 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:49 | yes | 3 | 11 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:36 | yes | 22 | 26 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:29 | yes | 9 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:50 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:39 | yes | 15 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 22:22 | yes | 32 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:33 | yes | 21 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:37 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:20 | yes | 22 | 36 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:43 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:01 | no | 0 | 31 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:08 | yes | 17 | 23 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:27 | yes | 19 | 15 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:01 | no | 0 | 65 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:39 | yes | 2 | 8 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:01 | yes | 22 | 26 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:06 | yes | 18 | 12 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:54 | yes | 8 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:25 | yes | 33 | 40 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 00:48 | yes | 13 | 3 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:36 | yes | 22 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:28 | yes | 18 | 12 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:46 | yes | 22 | 98 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:47 | yes | 5 | 4 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:21 | yes | 5 | 23 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:03 | yes | 23 | 29 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:18 | yes | 22 | 41 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:22 | yes | 21 | 43 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:39 | yes | 7 | 34 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:46 | yes | 23 | 35 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:49 | yes | 14 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:41 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:19 | yes | 18 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 01:40 | yes | 12 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:39 | yes | 23 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:55 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:24 | yes | 21 | 41 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:49 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:53 | yes | 15 | 52 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:26 | yes | 20 | 30 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:14 | yes | 22 | 67 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:07 | yes | 16 | 120 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:02 | yes | 2 | 22 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:54 | yes | 25 | 35 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:52 | yes | 27 | 14 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:22 | no | 0 | 12 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:22 | yes | 7 | 25 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 01:28 | yes | 17 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:21 | yes | 18 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:49 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:13 | yes | 23 | 68 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:58 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:28 | no | 0 | 27 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:30 | yes | 24 | 42 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:07 | yes | 14 | 59 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:39 | no | 0 | 54 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:44 | yes | 4 | 27 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:51 | yes | 15 | 24 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:38 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:28 | yes | 3 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:16 | yes | 28 | 35 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 00:54 | yes | 16 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:05 | yes | 22 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:26 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:03 | yes | 22 | 88 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:27 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:45 | yes | 20 | 71 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:35 | yes | 24 | 31 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:35 | yes | 22 | 58 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:38 | yes | 24 | 100 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:01 | yes | 3 | 20 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:39 | yes | 20 | 27 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
BlueCat read as BlueCat Integrity
BlueCat (Address Manager / Integrity) read as BlueCat Integrity
BlueCat (Integrity / Address Manager) read as BlueCat Integrity
BlueCat Address Manager read as BlueCat Integrity
BlueCat Address Manager (Integrity) read as BlueCat Integrity
BlueCat Networks read as BlueCat Integrity
BlueCat Networks (BlueCat Integrity) read as BlueCat Integrity
BlueCat Networks (Integrity & Micetro) read as BlueCat Integrity
BlueCat Networks (Integrity / Address Manager) read as BlueCat Integrity
Bluecat Networks read as BlueCat Integrity
EfficientIP read as EfficientIP SOLIDserver
EfficientIP (SOLIDserver DDI) read as EfficientIP SOLIDserver
EfficientIP (SOLIDserver) read as EfficientIP SOLIDserver
EfficientIP SOLIDserver DDI read as EfficientIP SOLIDserver
Infoblox BloxOne read as Infoblox Universal DDI
Infoblox BloxOne DDI read as Infoblox Universal DDI
Infoblox BloxOne DDI or Universal DDI read as Infoblox Universal DDI
Infoblox NIOS / Infoblox DDI read as Infoblox NIOS
Infoblox NIOS DDI read as Infoblox NIOS
SolarWinds read as SolarWinds IP Address Manager
SolarWinds IPAM read as SolarWinds IP Address Manager
Unresolved, counted raw
Alcatel-Lucent (VitalQIP)
BT Diamond IP Control
BlueCat IPAM
BlueCat Networks Integrity
Cisco DDI/Prime-era offerings
Cisco IRXpress/DDI
ClearSky DDI
Cygna Labs (formerly Nokia/Lucent) VitalQIP
Cygna Labs IPControl
GCP Cloud DNS
Gestione IPAM by Men & Mice
Homegrown / DIY Solutions (Spreadsheets + Open-Source Tools)
IPv4Global
Infoblox’s Universal DDI / NIOS DDI platform
Legacy BIND / ISC-DHCP / Kea (stand-alone)
Microsoft AD DNS/DHCP
Microsoft native DDI / Windows Server IPAM
Nixu Software
Nominum
PRTG IPAM (Paessler)
SOLIDserver DDI
Trend Micro Deep Discovery Inspector
VMware NS1 DDI
Discontinued, still offered
No shut-down product was recommended here.